From 14372b7de40c4dc8f9e030a815b6c08b50bf6eb2 Mon Sep 17 00:00:00 2001 From: wanglimin Date: Mon, 27 Nov 2017 22:02:22 +0800 Subject: [PATCH] add test code --- models/112_artnet_resnet_18_deploy.prototxt | 1548 ++ ...t => 112_artnet_resnet_18_solver.prototxt} | 0 models/112_c3d_resnet_18_deploy.prototxt | 827 + .../hmdb51_splits/brush_hair_test_split1.txt | 107 + .../hmdb51_splits/brush_hair_test_split2.txt | 107 + .../hmdb51_splits/brush_hair_test_split3.txt | 107 + .../hmdb51_splits/cartwheel_test_split1.txt | 107 + .../hmdb51_splits/cartwheel_test_split2.txt | 107 + .../hmdb51_splits/cartwheel_test_split3.txt | 107 + test/data/hmdb51_splits/catch_test_split1.txt | 102 + test/data/hmdb51_splits/catch_test_split2.txt | 102 + test/data/hmdb51_splits/catch_test_split3.txt | 102 + test/data/hmdb51_splits/chew_test_split1.txt | 109 + test/data/hmdb51_splits/chew_test_split2.txt | 109 + test/data/hmdb51_splits/chew_test_split3.txt | 109 + test/data/hmdb51_splits/clap_test_split1.txt | 130 + test/data/hmdb51_splits/clap_test_split2.txt | 130 + test/data/hmdb51_splits/clap_test_split3.txt | 130 + test/data/hmdb51_splits/class_list.txt | 51 + .../climb_stairs_test_split1.txt | 112 + .../climb_stairs_test_split2.txt | 112 + .../climb_stairs_test_split3.txt | 112 + test/data/hmdb51_splits/climb_test_split1.txt | 108 + test/data/hmdb51_splits/climb_test_split2.txt | 108 + test/data/hmdb51_splits/climb_test_split3.txt | 108 + test/data/hmdb51_splits/dive_test_split1.txt | 127 + test/data/hmdb51_splits/dive_test_split2.txt | 127 + test/data/hmdb51_splits/dive_test_split3.txt | 127 + .../hmdb51_splits/draw_sword_test_split1.txt | 103 + .../hmdb51_splits/draw_sword_test_split2.txt | 103 + .../hmdb51_splits/draw_sword_test_split3.txt | 103 + .../hmdb51_splits/dribble_test_split1.txt | 145 + .../hmdb51_splits/dribble_test_split2.txt | 145 + .../hmdb51_splits/dribble_test_split3.txt | 145 + test/data/hmdb51_splits/drink_test_split1.txt | 164 + test/data/hmdb51_splits/drink_test_split2.txt | 164 + test/data/hmdb51_splits/drink_test_split3.txt | 164 + test/data/hmdb51_splits/eat_test_split1.txt | 108 + test/data/hmdb51_splits/eat_test_split2.txt | 108 + test/data/hmdb51_splits/eat_test_split3.txt | 108 + .../hmdb51_splits/fall_floor_test_split1.txt | 136 + .../hmdb51_splits/fall_floor_test_split2.txt | 136 + .../hmdb51_splits/fall_floor_test_split3.txt | 136 + .../hmdb51_splits/fencing_test_split1.txt | 116 + .../hmdb51_splits/fencing_test_split2.txt | 116 + .../hmdb51_splits/fencing_test_split3.txt | 116 + .../hmdb51_splits/flic_flac_test_split1.txt | 107 + .../hmdb51_splits/flic_flac_test_split2.txt | 107 + .../hmdb51_splits/flic_flac_test_split3.txt | 107 + test/data/hmdb51_splits/golf_test_split1.txt | 105 + test/data/hmdb51_splits/golf_test_split2.txt | 105 + test/data/hmdb51_splits/golf_test_split3.txt | 105 + .../hmdb51_splits/handstand_test_split1.txt | 113 + .../hmdb51_splits/handstand_test_split2.txt | 113 + .../hmdb51_splits/handstand_test_split3.txt | 113 + test/data/hmdb51_splits/hit_test_split1.txt | 127 + test/data/hmdb51_splits/hit_test_split2.txt | 127 + test/data/hmdb51_splits/hit_test_split3.txt | 127 + test/data/hmdb51_splits/hug_test_split1.txt | 118 + test/data/hmdb51_splits/hug_test_split2.txt | 118 + test/data/hmdb51_splits/hug_test_split3.txt | 118 + test/data/hmdb51_splits/jump_test_split1.txt | 151 + test/data/hmdb51_splits/jump_test_split2.txt | 151 + test/data/hmdb51_splits/jump_test_split3.txt | 151 + .../hmdb51_splits/kick_ball_test_split1.txt | 128 + .../hmdb51_splits/kick_ball_test_split2.txt | 128 + .../hmdb51_splits/kick_ball_test_split3.txt | 128 + test/data/hmdb51_splits/kick_test_split1.txt | 130 + test/data/hmdb51_splits/kick_test_split2.txt | 130 + test/data/hmdb51_splits/kick_test_split3.txt | 130 + test/data/hmdb51_splits/kiss_test_split1.txt | 102 + test/data/hmdb51_splits/kiss_test_split2.txt | 102 + test/data/hmdb51_splits/kiss_test_split3.txt | 102 + test/data/hmdb51_splits/laugh_test_split1.txt | 128 + test/data/hmdb51_splits/laugh_test_split2.txt | 128 + test/data/hmdb51_splits/laugh_test_split3.txt | 128 + test/data/hmdb51_splits/pick_test_split1.txt | 106 + test/data/hmdb51_splits/pick_test_split2.txt | 106 + test/data/hmdb51_splits/pick_test_split3.txt | 106 + test/data/hmdb51_splits/pour_test_split1.txt | 106 + test/data/hmdb51_splits/pour_test_split2.txt | 106 + test/data/hmdb51_splits/pour_test_split3.txt | 106 + .../data/hmdb51_splits/pullup_test_split1.txt | 104 + .../data/hmdb51_splits/pullup_test_split2.txt | 104 + .../data/hmdb51_splits/pullup_test_split3.txt | 104 + test/data/hmdb51_splits/punch_test_split1.txt | 126 + test/data/hmdb51_splits/punch_test_split2.txt | 126 + test/data/hmdb51_splits/punch_test_split3.txt | 126 + test/data/hmdb51_splits/push_test_split1.txt | 116 + test/data/hmdb51_splits/push_test_split2.txt | 116 + test/data/hmdb51_splits/push_test_split3.txt | 116 + .../data/hmdb51_splits/pushup_test_split1.txt | 103 + .../data/hmdb51_splits/pushup_test_split2.txt | 103 + .../data/hmdb51_splits/pushup_test_split3.txt | 103 + .../hmdb51_splits/ride_bike_test_split1.txt | 103 + .../hmdb51_splits/ride_bike_test_split2.txt | 103 + .../hmdb51_splits/ride_bike_test_split3.txt | 103 + .../hmdb51_splits/ride_horse_test_split1.txt | 116 + .../hmdb51_splits/ride_horse_test_split2.txt | 116 + .../hmdb51_splits/ride_horse_test_split3.txt | 116 + test/data/hmdb51_splits/run_test_split1.txt | 232 + test/data/hmdb51_splits/run_test_split2.txt | 232 + test/data/hmdb51_splits/run_test_split3.txt | 232 + .../hmdb51_splits/shake_hands_test_split1.txt | 162 + .../hmdb51_splits/shake_hands_test_split2.txt | 162 + .../hmdb51_splits/shake_hands_test_split3.txt | 162 + .../hmdb51_splits/shoot_ball_test_split1.txt | 131 + .../hmdb51_splits/shoot_ball_test_split2.txt | 131 + .../hmdb51_splits/shoot_ball_test_split3.txt | 131 + .../hmdb51_splits/shoot_bow_test_split1.txt | 112 + .../hmdb51_splits/shoot_bow_test_split2.txt | 112 + .../hmdb51_splits/shoot_bow_test_split3.txt | 112 + .../hmdb51_splits/shoot_gun_test_split1.txt | 103 + .../hmdb51_splits/shoot_gun_test_split2.txt | 103 + .../hmdb51_splits/shoot_gun_test_split3.txt | 103 + test/data/hmdb51_splits/sit_test_split1.txt | 142 + test/data/hmdb51_splits/sit_test_split2.txt | 142 + test/data/hmdb51_splits/sit_test_split3.txt | 142 + test/data/hmdb51_splits/situp_test_split1.txt | 105 + test/data/hmdb51_splits/situp_test_split2.txt | 105 + test/data/hmdb51_splits/situp_test_split3.txt | 105 + test/data/hmdb51_splits/smile_test_split1.txt | 102 + test/data/hmdb51_splits/smile_test_split2.txt | 102 + test/data/hmdb51_splits/smile_test_split3.txt | 102 + test/data/hmdb51_splits/smoke_test_split1.txt | 109 + test/data/hmdb51_splits/smoke_test_split2.txt | 109 + test/data/hmdb51_splits/smoke_test_split3.txt | 109 + .../hmdb51_splits/somersault_test_split1.txt | 140 + .../hmdb51_splits/somersault_test_split2.txt | 140 + .../hmdb51_splits/somersault_test_split3.txt | 140 + test/data/hmdb51_splits/stand_test_split1.txt | 154 + test/data/hmdb51_splits/stand_test_split2.txt | 154 + test/data/hmdb51_splits/stand_test_split3.txt | 154 + .../swing_baseball_test_split1.txt | 143 + .../swing_baseball_test_split2.txt | 143 + .../swing_baseball_test_split3.txt | 143 + .../sword_exercise_test_split1.txt | 127 + .../sword_exercise_test_split2.txt | 127 + .../sword_exercise_test_split3.txt | 127 + test/data/hmdb51_splits/sword_test_split1.txt | 127 + test/data/hmdb51_splits/sword_test_split2.txt | 127 + test/data/hmdb51_splits/sword_test_split3.txt | 127 + test/data/hmdb51_splits/talk_test_split1.txt | 120 + test/data/hmdb51_splits/talk_test_split2.txt | 120 + test/data/hmdb51_splits/talk_test_split3.txt | 120 + test/data/hmdb51_splits/throw_test_split1.txt | 102 + test/data/hmdb51_splits/throw_test_split2.txt | 102 + test/data/hmdb51_splits/throw_test_split3.txt | 102 + test/data/hmdb51_splits/turn_test_split1.txt | 240 + test/data/hmdb51_splits/turn_test_split2.txt | 240 + test/data/hmdb51_splits/turn_test_split3.txt | 240 + test/data/hmdb51_splits/walk_test_split1.txt | 548 + test/data/hmdb51_splits/walk_test_split2.txt | 548 + test/data/hmdb51_splits/walk_test_split3.txt | 548 + test/data/hmdb51_splits/wave_test_split1.txt | 104 + test/data/hmdb51_splits/wave_test_split2.txt | 104 + test/data/hmdb51_splits/wave_test_split3.txt | 104 + test/data/kinetics/kinetics_val_list.txt | 19796 ++++++++++++++++ test/data/kinetics/val_list.txt | 19796 ++++++++++++++++ test/data/kinetics/val_list1.txt | 19796 ++++++++++++++++ test/data/kinetics/val_list2.txt | 9 + test/data/kinetics/val_list3.txt | 11 + test/data/tsn_tiny.png | Bin 0 -> 247635 bytes test/data/ucf101_splits/classInd.txt | 101 + test/data/ucf101_splits/testlist01.txt | 3783 +++ test/data/ucf101_splits/testlist02.txt | 3734 +++ test/data/ucf101_splits/testlist03.txt | 3696 +++ test/data/ucf101_splits/trainlist01.txt | 9537 ++++++++ test/data/ucf101_splits/trainlist02.txt | 9586 ++++++++ test/data/ucf101_splits/trainlist03.txt | 9624 ++++++++ .../kinetics_rgb_artnet_resnet_18_evaluate.sh | 3 + test/kinetics_rgb_c3d_resnet_18_evaluate.sh | 3 + test/pyActionRecog/__init__.py | 12 + test/pyActionRecog/__init__.pyc | Bin 0 -> 501 bytes test/pyActionRecog/action_caffe.py | 125 + test/pyActionRecog/action_caffe.pyc | Bin 0 -> 4122 bytes test/pyActionRecog/action_parrots.py | 101 + test/pyActionRecog/benchmark_db.py | 211 + test/pyActionRecog/benchmark_db.pyc | Bin 0 -> 8366 bytes test/pyActionRecog/utils/__init__.py | 0 test/pyActionRecog/utils/__init__.pyc | Bin 0 -> 120 bytes test/pyActionRecog/utils/io.py | 201 + test/pyActionRecog/utils/io.pyc | Bin 0 -> 6417 bytes test/pyActionRecog/utils/metrics.py | 60 + test/pyActionRecog/utils/metrics.pyc | Bin 0 -> 2793 bytes test/pyActionRecog/utils/video_funcs.py | 69 + test/pyActionRecog/utils/video_funcs.pyc | Bin 0 -> 2789 bytes test/tools/build_file_list.py | 42 + test/tools/build_of.py | 121 + test/tools/eval_net.py | 205 + test/tools/eval_scores.py | 59 + 191 files changed, 123405 insertions(+) create mode 100644 models/112_artnet_resnet_18_deploy.prototxt rename models/{112_artnet_resnet_18_train_solver.prototxt => 112_artnet_resnet_18_solver.prototxt} (100%) create mode 100644 models/112_c3d_resnet_18_deploy.prototxt create mode 100644 test/data/hmdb51_splits/brush_hair_test_split1.txt create mode 100644 test/data/hmdb51_splits/brush_hair_test_split2.txt create mode 100644 test/data/hmdb51_splits/brush_hair_test_split3.txt create mode 100644 test/data/hmdb51_splits/cartwheel_test_split1.txt create mode 100644 test/data/hmdb51_splits/cartwheel_test_split2.txt create mode 100644 test/data/hmdb51_splits/cartwheel_test_split3.txt create mode 100644 test/data/hmdb51_splits/catch_test_split1.txt create mode 100644 test/data/hmdb51_splits/catch_test_split2.txt create mode 100644 test/data/hmdb51_splits/catch_test_split3.txt create mode 100644 test/data/hmdb51_splits/chew_test_split1.txt create mode 100644 test/data/hmdb51_splits/chew_test_split2.txt create mode 100644 test/data/hmdb51_splits/chew_test_split3.txt create mode 100644 test/data/hmdb51_splits/clap_test_split1.txt create mode 100644 test/data/hmdb51_splits/clap_test_split2.txt create mode 100644 test/data/hmdb51_splits/clap_test_split3.txt create mode 100644 test/data/hmdb51_splits/class_list.txt create mode 100644 test/data/hmdb51_splits/climb_stairs_test_split1.txt create mode 100644 test/data/hmdb51_splits/climb_stairs_test_split2.txt create mode 100644 test/data/hmdb51_splits/climb_stairs_test_split3.txt create mode 100644 test/data/hmdb51_splits/climb_test_split1.txt create mode 100644 test/data/hmdb51_splits/climb_test_split2.txt create mode 100644 test/data/hmdb51_splits/climb_test_split3.txt create mode 100644 test/data/hmdb51_splits/dive_test_split1.txt create mode 100644 test/data/hmdb51_splits/dive_test_split2.txt create mode 100644 test/data/hmdb51_splits/dive_test_split3.txt create mode 100644 test/data/hmdb51_splits/draw_sword_test_split1.txt create mode 100644 test/data/hmdb51_splits/draw_sword_test_split2.txt create mode 100644 test/data/hmdb51_splits/draw_sword_test_split3.txt create mode 100644 test/data/hmdb51_splits/dribble_test_split1.txt create mode 100644 test/data/hmdb51_splits/dribble_test_split2.txt create mode 100644 test/data/hmdb51_splits/dribble_test_split3.txt create mode 100644 test/data/hmdb51_splits/drink_test_split1.txt create mode 100644 test/data/hmdb51_splits/drink_test_split2.txt create mode 100644 test/data/hmdb51_splits/drink_test_split3.txt create mode 100644 test/data/hmdb51_splits/eat_test_split1.txt create mode 100644 test/data/hmdb51_splits/eat_test_split2.txt create mode 100644 test/data/hmdb51_splits/eat_test_split3.txt create mode 100644 test/data/hmdb51_splits/fall_floor_test_split1.txt create mode 100644 test/data/hmdb51_splits/fall_floor_test_split2.txt create mode 100644 test/data/hmdb51_splits/fall_floor_test_split3.txt create mode 100644 test/data/hmdb51_splits/fencing_test_split1.txt create mode 100644 test/data/hmdb51_splits/fencing_test_split2.txt create mode 100644 test/data/hmdb51_splits/fencing_test_split3.txt create mode 100644 test/data/hmdb51_splits/flic_flac_test_split1.txt create mode 100644 test/data/hmdb51_splits/flic_flac_test_split2.txt create mode 100644 test/data/hmdb51_splits/flic_flac_test_split3.txt create mode 100644 test/data/hmdb51_splits/golf_test_split1.txt create mode 100644 test/data/hmdb51_splits/golf_test_split2.txt create mode 100644 test/data/hmdb51_splits/golf_test_split3.txt create mode 100644 test/data/hmdb51_splits/handstand_test_split1.txt create mode 100644 test/data/hmdb51_splits/handstand_test_split2.txt create mode 100644 test/data/hmdb51_splits/handstand_test_split3.txt create mode 100644 test/data/hmdb51_splits/hit_test_split1.txt create 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test/data/hmdb51_splits/kiss_test_split2.txt create mode 100644 test/data/hmdb51_splits/kiss_test_split3.txt create mode 100644 test/data/hmdb51_splits/laugh_test_split1.txt create mode 100644 test/data/hmdb51_splits/laugh_test_split2.txt create mode 100644 test/data/hmdb51_splits/laugh_test_split3.txt create mode 100644 test/data/hmdb51_splits/pick_test_split1.txt create mode 100644 test/data/hmdb51_splits/pick_test_split2.txt create mode 100644 test/data/hmdb51_splits/pick_test_split3.txt create mode 100644 test/data/hmdb51_splits/pour_test_split1.txt create mode 100644 test/data/hmdb51_splits/pour_test_split2.txt create mode 100644 test/data/hmdb51_splits/pour_test_split3.txt create mode 100644 test/data/hmdb51_splits/pullup_test_split1.txt create mode 100644 test/data/hmdb51_splits/pullup_test_split2.txt create mode 100644 test/data/hmdb51_splits/pullup_test_split3.txt create mode 100644 test/data/hmdb51_splits/punch_test_split1.txt create mode 100644 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100644 test/pyActionRecog/benchmark_db.pyc create mode 100644 test/pyActionRecog/utils/__init__.py create mode 100644 test/pyActionRecog/utils/__init__.pyc create mode 100644 test/pyActionRecog/utils/io.py create mode 100644 test/pyActionRecog/utils/io.pyc create mode 100644 test/pyActionRecog/utils/metrics.py create mode 100644 test/pyActionRecog/utils/metrics.pyc create mode 100644 test/pyActionRecog/utils/video_funcs.py create mode 100644 test/pyActionRecog/utils/video_funcs.pyc create mode 100644 test/tools/build_file_list.py create mode 100644 test/tools/build_of.py create mode 100644 test/tools/eval_net.py create mode 100644 test/tools/eval_scores.py diff --git a/models/112_artnet_resnet_18_deploy.prototxt b/models/112_artnet_resnet_18_deploy.prototxt new file mode 100644 index 0000000..2c85013 --- /dev/null +++ b/models/112_artnet_resnet_18_deploy.prototxt @@ -0,0 +1,1548 @@ +name: "C3D" +layer { + type: "DummyData" + top: "data" + dummy_data_param { + shape {dim: 10 dim: 3 dim: 16 dim: 112 dim: 112} + } +} +####################################################### +layer { + name: "conv1" + type: "Convolution" + bottom: "data" + top: "conv1" + convolution_param { + num_output: 64 + pad: [0, 3, 3] + kernel_size: [1, 7, 7] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "conv1_bn" type: "BN" bottom: "conv1" top: "conv1_bn" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "conv1_t" + type: "Convolution" + bottom: "data" + top: "conv1_t" + convolution_param { + num_output: 64 + pad: [1, 3, 3] + kernel_size: [3, 7, 7] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "conv1_t_bn" type: "BN" bottom: "conv1_t" top: "conv1_t_bn" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "energy1" + bottom: "conv1_t_bn" + top: "energy1" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling1" + bottom: "energy1" + top: "pooling1" + type: "Convolution" + convolution_param { + num_output: 32 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 32 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling1_bn" + bottom: "pooling1" + top: "pooling1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "concat1" + bottom: "conv1_bn" + bottom: "pooling1_bn" + top: "concat1" + type: "Concat" +} +layer { + name: "concat1_relu" + bottom: "concat1" + top: "concat1" + type: "ReLU" +} +layer { + name: "redu1" + bottom: "concat1" + top: "redu1" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "redu1_bn" + bottom: "redu1" + top: "redu1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "redu1_relu" + bottom: "redu1_bn" + top: "redu1_bn" + type: "ReLU" +} +############################################## res2a ########################################## +layer { + name: "res2a_1" + bottom: "redu1_bn" + top: "res2a_1" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2a_1_bn" + bottom: "res2a_1" + top: "res2a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2a_1_relu" + bottom: "res2a_1_bn" + top: "res2a_1_bn" + type: "ReLU" +} +layer { + name: "res2a_2" + bottom: "res2a_1_bn" + top: "res2a_2" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2a_2_bn" + top: "res2a_2_bn" + bottom: "res2a_2" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "res2a_2_t" + bottom: "res2a_1_bn" + top: "res2a_2_t" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2a_2_t_bn" + top: "res2a_2_t_bn" + bottom: "res2a_2_t" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "energy2" + bottom: "res2a_2_t_bn" + top: "energy2" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling2" + bottom: "energy2" + top: "pooling2" + type: "Convolution" + convolution_param { + num_output: 32 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 32 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling2_bn" + bottom: "pooling2" + top: "pooling2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "concat2" + bottom: "res2a_2_bn" + bottom: "pooling2_bn" + top: "concat2" + type: "Concat" +} +layer { + name: "concat2_relu" + bottom: "concat2" + top: "concat2" + type: "ReLU" +} +layer { + name: "redu2" + bottom: "concat2" + top: "redu2" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2a" + bottom: "redu1" + bottom: "redu2" + top: "res2a" + type: "Eltwise" +} +layer { + name: "res2a_bn" + bottom: "res2a" + top: "res2a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "res2a_relu" + bottom: "res2a_bn" + top: "res2a_bn" + type: "ReLU" +} +########################################## res2b ############################### +layer { + name: "res2b_1" + bottom: "res2a_bn" + top: "res2b_1" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2b_1_bn" + bottom: "res2b_1" + top: "res2b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "res2b_1_relu" + bottom: "res2b_1_bn" + top: "res2b_1_bn" + type: "ReLU" +} +layer { + name: "res2b_2" + bottom: "res2b_1_bn" + top: "res2b_2" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2b_2_bn" + bottom: "res2b_2" + top: "res2b_2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2b_2_t" + bottom: "res2b_1_bn" + top: "res2b_2_t" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2b_2_t_bn" + bottom: "res2b_2_t" + top: "res2b_2_t_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "energy3" + bottom: "res2b_2_t_bn" + top: "energy3" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling3" + bottom: "energy3" + top: "pooling3" + type: "Convolution" + convolution_param { + num_output: 32 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 32 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling3_bn" + bottom: "pooling3" + top: "pooling3_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "concat3" + bottom: "res2b_2_bn" + bottom: "pooling3_bn" + top: "concat3" + type: "Concat" +} +layer { + name: "concat3_relu" + bottom: "concat3" + top: "concat3" + type: "ReLU" +} +layer { + name: "redu3" + bottom: "concat3" + top: "redu3" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_term: false + } + param { lr_mult: 1 decay_mult: 1 } +} +layer { + name: "res2b" + bottom: "res2a" + bottom: "redu3" + top: "res2b" + type: "Eltwise" +} +layer { + name: "res2b_bn" + bottom: "res2b" + top: "res2b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { slope_filler { type: "constant" value: 1 } bias_filler { type: "constant" value: 0 } } +} +layer { + name: "res2b_relu" + bottom: "res2b_bn" + top: "res2b_bn" + type: "ReLU" +} +########################################### Res3a ########################################## +layer { + name: "res3a_1" + bottom: "res2b_bn" + top: "res3a_1" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_1_bn" + bottom: "res3a_1" + top: "res3a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3a_1_relu" + bottom: "res3a_1_bn" + top: "res3a_1_bn" + type: "ReLU" +} +layer { + name: "res3a_2" + bottom: "res3a_1_bn" + top: "res3a_2" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_2_bn" + bottom: "res3a_2" + top: "res3a_2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3a_2_t" + bottom: "res3a_1_bn" + top: "res3a_2_t" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_2_t_bn" + bottom: "res3a_2_t" + top: "res3a_2_t_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} + +layer { + name: "energy4" + bottom: "res3a_2_t_bn" + top: "energy4" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling4" + bottom: "energy4" + top: "pooling4" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 64 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling4_bn" + bottom: "pooling4" + top: "pooling4_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "concat4" + bottom: "res3a_2_bn" + bottom: "pooling4_bn" + top: "concat4" + type: "Concat" +} +layer { + name: "concat4_relu" + bottom: "concat4" + top: "concat4" + type: "ReLU" +} +layer { + name: "redu4" + bottom: "concat4" + top: "redu4" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_down" + type: "Convolution" + bottom: "res2b_bn" + top: "res3a_down" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a" + bottom: "redu4" + bottom: "res3a_down" + top: "res3a" + type: "Eltwise" +} +layer { + name: "res3a_bn" + bottom: "res3a" + top: "res3a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3a_relu" + bottom: "res3a_bn" + top: "res3a_bn" + type: "ReLU" +} +############################################ Res3b #################################### +layer { + name: "res3b_1" + bottom: "res3a_bn" + top: "res3b_1" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b_1_bn" + bottom: "res3b_1" + top: "res3b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3b_1_relu" + bottom: "res3b_1_bn" + top: "res3b_1_bn" + type: "ReLU" +} +layer { + name: "res3b_2" + bottom: "res3b_1_bn" + top: "res3b_2" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b_2_bn" + bottom: "res3b_2" + top: "res3b_2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3b_2_t" + bottom: "res3b_1_bn" + top: "res3b_2_t" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b_2_t_bn" + bottom: "res3b_2_t" + top: "res3b_2_t_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "energy5" + bottom: "res3b_2_t_bn" + top: "energy5" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling5" + bottom: "energy5" + top: "pooling5" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 64 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling5_bn" + bottom: "pooling5" + top: "pooling5_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "concat5" + bottom: "res3b_2_bn" + bottom: "pooling5_bn" + top: "concat5" + type: "Concat" +} +layer { + name: "concat5_relu" + bottom: "concat5" + top: "concat5" + type: "ReLU" +} +layer { + name: "redu5" + bottom: "concat5" + top: "redu5" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b" + bottom: "redu5" + bottom: "res3a" + top: "res3b" + type: "Eltwise" +} +layer { + name: "res3b_bn" + bottom: "res3b" + top: "res3b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3b_relu" + bottom: "res3b_bn" + top: "res3b_bn" + type: "ReLU" +} +######################################### res4a ################################################# +layer { + name: "res4a_1" + bottom: "res3b_bn" + top: "res4a_1" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a_1_bn" + bottom: "res4a_1" + top: "res4a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4a_1_relu" + bottom: "res4a_1_bn" + top: "res4a_1_bn" + type: "ReLU" +} +layer { + name: "res4a_2" + bottom: "res4a_1_bn" + top: "res4a_2" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a_2_bn" + bottom: "res4a_2" + top: "res4a_2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4a_2_t" + bottom: "res4a_1_bn" + top: "res4a_2_t" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a_2_t_bn" + bottom: "res4a_2_t" + top: "res4a_2_t_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "energy6" + bottom: "res4a_2_t_bn" + top: "energy6" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling6" + bottom: "energy6" + top: "pooling6" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 128 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling6_bn" + bottom: "pooling6" + top: "pooling6_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "concat6" + bottom: "res4a_2_bn" + bottom: "pooling6_bn" + top: "concat6" + type: "Concat" +} +layer { + name: "concat6_relu" + bottom: "concat6" + top: "concat6" + type: "ReLU" +} +layer { + name: "redu6" + bottom: "concat6" + top: "redu6" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} + +layer { + name: "res4a_down" + bottom: "res3b_bn" + top: "res4a_down" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a" + bottom: "redu6" + bottom: "res4a_down" + top: "res4a" + type: "Eltwise" +} +layer { + name: "res4a_bn" + bottom: "res4a" + top: "res4a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4a_relu" + bottom: "res4a_bn" + top: "res4a_bn" + type: "ReLU" +} +################################################ Res4b ########################################################### +layer { + name: "res4b_1" + bottom: "res4a_bn" + top: "res4b_1" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4b_1_bn" + bottom: "res4b_1" + top: "res4b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4b_1_relu" + bottom: "res4b_1_bn" + top: "res4b_1_bn" + type: "ReLU" +} +layer { + name: "res4b_2" + bottom: "res4b_1_bn" + top: "res4b_2" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [0, 1, 1] + kernel_size: [1, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4b_2_bn" + bottom: "res4b_2" + top: "res4b_2_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4b_2_t" + bottom: "res4b_1_bn" + top: "res4b_2_t" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4b_2_t_bn" + bottom: "res4b_2_t" + top: "res4b_2_t_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "energy7" + bottom: "res4b_2_t_bn" + top: "energy7" + type: "Power" + power_param { power: 2 scale: 1 shift: 0 } +} +layer { + name: "pooling7" + bottom: "energy7" + top: "pooling7" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "constant" + value: 0.5 + } + bias_term: false + group: 128 + } + param { lr_mult: 0 decay_mult: 0 } +} +layer { + name: "pooling7_bn" + bottom: "pooling7" + top: "pooling7_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "concat7" + bottom: "res4b_2_bn" + bottom: "pooling7_bn" + top: "concat7" + type: "Concat" +} +layer { + name: "concat7_relu" + bottom: "concat7" + top: "concat7" + type: "ReLU" +} +layer { + name: "redu7" + bottom: "concat7" + top: "redu7" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [0, 0, 0] + kernel_size: [1, 1, 1] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} + +layer { + name: "res4b" + bottom: "redu7" + bottom: "res4a" + top: "res4b" + type: "Eltwise" +} +layer { + name: "res4b_bn" + bottom: "res4b" + top: "res4b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4b_relu" + top: "res4b_bn" + bottom: "res4b_bn" + type: "ReLU" +} +######################################## Res5a ######################################## +layer { + name: "res5a_1" + bottom: "res4b_bn" + top: "res5a_1" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a_1_bn" + bottom: "res5a_1" + top: "res5a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5a_1_relu" + bottom: "res5a_1_bn" + top: "res5a_1_bn" + type: "ReLU" +} +layer { + name: "res5a_2" + bottom: "res5a_1_bn" + top: "res5a_2" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a_down" + bottom: "res4b_bn" + top: "res5a_down" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a" + bottom: "res5a_2" + bottom: "res5a_down" + top: "res5a" + type: "Eltwise" +} +layer { + name: "res5a_bn" + bottom: "res5a" + top: "res5a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5a_relu" + bottom: "res5a_bn" + top: "res5a_bn" + type: "ReLU" +} +####################################### Res5b ######################################### +layer { + name: "res5b_1" + bottom: "res5a_bn" + top: "res5b_1" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5b_1_bn" + bottom: "res5b_1" + top: "res5b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5b_1_relu" + bottom: "res5b_1_bn" + top: "res5b_1_bn" + type: "ReLU" +} +layer { + name: "res5b_2" + bottom: "res5b_1_bn" + top: "res5b_2" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5b" + type: "Eltwise" + bottom: "res5b_2" + bottom: "res5a" + top: "res5b" +} +layer { + name: "res5b_bn" + bottom: "res5b" + top: "res5b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5b_relu" + bottom: "res5b_bn" + top: "res5b_bn" + type: "ReLU" +} +######################################### Global pool ############################################################ +layer { + name: "global_pool" + bottom: "res5b_bn" + top: "global_pool" + type: "Pooling" + pooling_param { + pool: AVE + kernel_size: [1, 7, 7] + stride: [1, 1, 1] + } +} +layer { + name: "global_pool_reshape" + type: "Reshape" + bottom: "global_pool" + top: "global_pool_reshape" + reshape_param { shape { dim: -1 dim: 512 } } +} +layer { + name: "dropout" + type: "Dropout" + bottom: "global_pool_reshape" + top: "global_pool_reshape" + dropout_param { dropout_ratio: 0.2 } +} +########################################## FC ####################################### +layer { + name: "fc8" + type: "InnerProduct" + bottom: "global_pool_reshape" + top: "fc-action" + param { + lr_mult: 1 + decay_mult: 1 + } + param { + lr_mult: 2 + decay_mult: 0 + } + inner_product_param { + num_output: 400 + weight_filler { + type: "xavier" + } + bias_filler { + type: "constant" + value: 0 + } + } +} diff --git a/models/112_artnet_resnet_18_train_solver.prototxt b/models/112_artnet_resnet_18_solver.prototxt similarity index 100% rename from models/112_artnet_resnet_18_train_solver.prototxt rename to models/112_artnet_resnet_18_solver.prototxt diff --git a/models/112_c3d_resnet_18_deploy.prototxt b/models/112_c3d_resnet_18_deploy.prototxt new file mode 100644 index 0000000..949fa90 --- /dev/null +++ b/models/112_c3d_resnet_18_deploy.prototxt @@ -0,0 +1,827 @@ +name: "C3D" +layer { + type: "DummyData" + top: "data" + dummy_data_param { + shape {dim: 10 dim: 3 dim: 16 dim: 112 dim: 112} + } +} +####################################################### +layer { + name: "conv1" + type: "Convolution" + bottom: "data" + top: "conv1" + convolution_param { + num_output: 64 + pad: [1, 3, 3] + kernel_size: [3, 7, 7] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "conv1_bn" type: "BN" bottom: "conv1" top: "conv1_bn" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "relu1" + type: "ReLU" + bottom: "conv1_bn" + top: "conv1_bn" +} +############################################## res2a ########################################## +layer { + name: "res2a_1" + bottom: "conv1_bn" + top: "res2a_1" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res2a_1_bn" + bottom: "res2a_1" + top: "res2a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2a_1_relu" + bottom: "res2a_1_bn" + top: "res2a_1_bn" + type: "ReLU" +} +layer { + name: "res2a_2" + bottom: "res2a_1_bn" + top: "res2a_2" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res2a" + bottom: "conv1" + bottom: "res2a_2" + top: "res2a" + type: "Eltwise" +} +layer { + name: "res2a_bn" + bottom: "res2a" + top: "res2a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2a_relu" + bottom: "res2a_bn" + top: "res2a_bn" + type: "ReLU" +} +########################################## res2b ############################### +layer { + name: "res2b_1" + bottom: "res2a_bn" + top: "res2b_1" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res2b_1_bn" + bottom: "res2b_1" + top: "res2b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2b_1_relu" + bottom: "res2b_1_bn" + top: "res2b_1_bn" + type: "ReLU" +} +layer { + name: "res2b_2" + bottom: "res2b_1_bn" + top: "res2b_2" + type: "Convolution" + convolution_param { + num_output: 64 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res2b" + bottom: "res2b_2" + bottom: "res2a" + top: "res2b" + type: "Eltwise" +} +layer { + name: "res2b_bn" + bottom: "res2b" + top: "res2b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res2b_relu" + bottom: "res2b_bn" + top: "res2b_bn" + type: "ReLU" +} +########################################### Res3a ########################################## +layer { + name: "res3a_1" + bottom: "res2b_bn" + top: "res3a_1" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_1_bn" + bottom: "res3a_1" + top: "res3a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3a_1_relu" + bottom: "res3a_1_bn" + top: "res3a_1_bn" + type: "ReLU" +} +layer { + name: "res3a_2" + bottom: "res3a_1_bn" + top: "res3a_2" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a_down" + type: "Convolution" + bottom: "res2b_bn" + top: "res3a_down" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3a" + bottom: "res3a_2" + bottom: "res3a_down" + top: "res3a" + type: "Eltwise" +} +layer { + name: "res3a_bn" + bottom: "res3a" + top: "res3a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3a_relu" + bottom: "res3a_bn" + top: "res3a_bn" + type: "ReLU" +} +############################################ Res3b #################################### +layer { + name: "res3b_1" + bottom: "res3a_bn" + top: "res3b_1" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b_1_bn" + bottom: "res3b_1" + top: "res3b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3b_1_relu" + bottom: "res3b_1_bn" + top: "res3b_1_bn" + type: "ReLU" +} +layer { + name: "res3b_2" + bottom: "res3b_1_bn" + top: "res3b_2" + type: "Convolution" + convolution_param { + num_output: 128 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res3b" + bottom: "res3b_2" + bottom: "res3a" + top: "res3b" + type: "Eltwise" +} +layer { + name: "res3b_bn" + bottom: "res3b" + top: "res3b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res3b_relu" + bottom: "res3b_bn" + top: "res3b_bn" + type: "ReLU" +} +######################################### res4a ################################################# +layer { + name: "res4a_1" + bottom: "res3b_bn" + top: "res4a_1" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a_1_bn" + bottom: "res4a_1" + top: "res4a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4a_1_relu" + bottom: "res4a_1_bn" + top: "res4a_1_bn" + type: "ReLU" +} +layer { + name: "res4a_2" + bottom: "res4a_1_bn" + top: "res4a_2" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a_down" + bottom: "res3b_bn" + top: "res4a_down" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4a" + bottom: "res4a_2" + bottom: "res4a_down" + top: "res4a" + type: "Eltwise" +} +layer { + name: "res4a_bn" + bottom: "res4a" + top: "res4a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4a_relu" + bottom: "res4a_bn" + top: "res4a_bn" + type: "ReLU" +} +################################################ Res4b ########################################################### +layer { + name: "res4b_1" + bottom: "res4a_bn" + top: "res4b_1" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4b_1_bn" + bottom: "res4b_1" + top: "res4b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4b_1_relu" + bottom: "res4b_1_bn" + top: "res4b_1_bn" + type: "ReLU" +} +layer { + name: "res4b_2" + bottom: "res4b_1_bn" + top: "res4b_2" + type: "Convolution" + convolution_param { + num_output: 256 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res4b" + bottom: "res4b_2" + bottom: "res4a" + top: "res4b" + type: "Eltwise" +} +layer { + name: "res4b_bn" + bottom: "res4b" + top: "res4b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res4b_relu" + top: "res4b_bn" + bottom: "res4b_bn" + type: "ReLU" +} +######################################## Res5a ######################################## +layer { + name: "res5a_1" + bottom: "res4b_bn" + top: "res5a_1" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a_1_bn" + bottom: "res5a_1" + top: "res5a_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5a_1_relu" + bottom: "res5a_1_bn" + top: "res5a_1_bn" + type: "ReLU" +} +layer { + name: "res5a_2" + bottom: "res5a_1_bn" + top: "res5a_2" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a_down" + bottom: "res4b_bn" + top: "res5a_down" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [2, 2, 2] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5a" + bottom: "res5a_2" + bottom: "res5a_down" + top: "res5a" + type: "Eltwise" +} +layer { + name: "res5a_bn" + bottom: "res5a" + top: "res5a_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5a_relu" + bottom: "res5a_bn" + top: "res5a_bn" + type: "ReLU" +} +####################################### Res5b ######################################### +layer { + name: "res5b_1" + bottom: "res5a_bn" + top: "res5b_1" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5b_1_bn" + bottom: "res5b_1" + top: "res5b_1_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5b_1_relu" + bottom: "res5b_1_bn" + top: "res5b_1_bn" + type: "ReLU" +} +layer { + name: "res5b_2" + bottom: "res5b_1_bn" + top: "res5b_2" + type: "Convolution" + convolution_param { + num_output: 512 + pad: [1, 1, 1] + kernel_size: [3, 3, 3] + stride: [1, 1, 1] + weight_filler{ + type: "xavier" + } + bias_filler{ + type: "constant" + value: 0 + } + } + param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } +} +layer { + name: "res5b" + type: "Eltwise" + bottom: "res5b_2" + bottom: "res5a" + top: "res5b" +} +layer { + name: "res5b_bn" + bottom: "res5b" + top: "res5b_bn" + type: "BN" + param { lr_mult: 1 decay_mult: 0 } param { lr_mult: 1 decay_mult: 0 } + bn_param { + frozen: false + slope_filler { type: "constant" value: 1 } + bias_filler { type: "constant" value: 0 } + } +} +layer { + name: "res5b_relu" + bottom: "res5b_bn" + top: "res5b_bn" + type: "ReLU" +} +######################################### Global pool ############################################################ +layer { + name: "global_pool" + bottom: "res5b_bn" + top: "global_pool" + type: "Pooling" + pooling_param { + pool: AVE + kernel_size: [1, 7, 7] + stride: [1, 1, 1] + } +} +layer { + name: "global_pool_reshape" + type: "Reshape" + bottom: "global_pool" + top: "global_pool_reshape" + reshape_param { shape { dim: -1 dim: 512 } } +} +layer { + name: "dropout" + type: "Dropout" + bottom: "global_pool_reshape" + top: "global_pool_reshape" + dropout_param { dropout_ratio: 0.2 } +} +########################################## FC ####################################### +layer { + name: "fc8" + type: "InnerProduct" + bottom: "global_pool_reshape" + top: "fc-action" + param { + lr_mult: 1 + decay_mult: 1 + } + param { + lr_mult: 2 + decay_mult: 0 + } + inner_product_param { + num_output: 400 + weight_filler { + type: "xavier" + } + bias_filler { + type: "constant" + value: 0 + } + } +} diff --git a/test/data/hmdb51_splits/brush_hair_test_split1.txt b/test/data/hmdb51_splits/brush_hair_test_split1.txt new file mode 100644 index 0000000..752c2c5 --- /dev/null +++ b/test/data/hmdb51_splits/brush_hair_test_split1.txt @@ -0,0 +1,107 @@ +April_09_brush_hair_u_nm_np1_ba_goo_0.avi 1 +April_09_brush_hair_u_nm_np1_ba_goo_1.avi 1 +April_09_brush_hair_u_nm_np1_ba_goo_2.avi 1 +Aussie_Brunette_Brushing_Hair_II_brush_hair_u_nm_np1_ba_goo_4.avi 0 +Aussie_Brunette_Brushing_Hair_II_brush_hair_u_nm_np1_ri_med_3.avi 1 +Aussie_Brunette_Brushing_Hair_II_brush_hair_u_nm_np2_le_goo_0.avi 1 +Aussie_Brunette_Brushing_Hair_II_brush_hair_u_nm_np2_le_goo_1.avi 1 +Aussie_Brunette_Brushing_Hair_II_brush_hair_u_nm_np2_le_med_2.avi 1 +Aussie_Brunette_Brushing_Long_Hair_brush_hair_u_nm_np1_ba_med_3.avi 2 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diff --git a/test/data/ucf101_splits/classInd.txt b/test/data/ucf101_splits/classInd.txt new file mode 100644 index 0000000..4681b25 --- /dev/null +++ b/test/data/ucf101_splits/classInd.txt @@ -0,0 +1,101 @@ +1 ApplyEyeMakeup +2 ApplyLipstick +3 Archery +4 BabyCrawling +5 BalanceBeam +6 BandMarching +7 BaseballPitch +8 Basketball +9 BasketballDunk +10 BenchPress +11 Biking +12 Billiards +13 BlowDryHair +14 BlowingCandles +15 BodyWeightSquats +16 Bowling +17 BoxingPunchingBag +18 BoxingSpeedBag +19 BreastStroke +20 BrushingTeeth +21 CleanAndJerk +22 CliffDiving +23 CricketBowling +24 CricketShot +25 CuttingInKitchen +26 Diving +27 Drumming +28 Fencing +29 FieldHockeyPenalty +30 FloorGymnastics +31 FrisbeeCatch +32 FrontCrawl +33 GolfSwing +34 Haircut +35 Hammering +36 HammerThrow +37 HandstandPushups +38 HandstandWalking +39 HeadMassage +40 HighJump +41 HorseRace +42 HorseRiding +43 HulaHoop +44 IceDancing +45 JavelinThrow +46 JugglingBalls +47 JumpingJack +48 JumpRope +49 Kayaking +50 Knitting +51 LongJump +52 Lunges +53 MilitaryParade +54 Mixing +55 MoppingFloor +56 Nunchucks +57 ParallelBars +58 PizzaTossing +59 PlayingCello +60 PlayingDaf +61 PlayingDhol +62 PlayingFlute +63 PlayingGuitar +64 PlayingPiano +65 PlayingSitar +66 PlayingTabla +67 PlayingViolin +68 PoleVault +69 PommelHorse +70 PullUps +71 Punch +72 PushUps +73 Rafting +74 RockClimbingIndoor +75 RopeClimbing +76 Rowing +77 SalsaSpin +78 ShavingBeard +79 Shotput +80 SkateBoarding +81 Skiing +82 Skijet +83 SkyDiving +84 SoccerJuggling +85 SoccerPenalty +86 StillRings +87 SumoWrestling +88 Surfing +89 Swing +90 TableTennisShot +91 TaiChi +92 TennisSwing +93 ThrowDiscus +94 TrampolineJumping +95 Typing +96 UnevenBars +97 VolleyballSpiking +98 WalkingWithDog +99 WallPushups +100 WritingOnBoard +101 YoYo diff --git a/test/data/ucf101_splits/testlist01.txt b/test/data/ucf101_splits/testlist01.txt new file mode 100644 index 0000000..79ff2a6 --- /dev/null +++ b/test/data/ucf101_splits/testlist01.txt @@ -0,0 +1,3783 @@ +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g01_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g02_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g02_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g02_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g02_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g03_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g04_c07.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g05_c07.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g06_c07.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c01.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c02.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c03.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c04.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c05.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c06.avi +ApplyEyeMakeup/v_ApplyEyeMakeup_g07_c07.avi 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+YoYo/v_YoYo_g23_c03.avi 101 +YoYo/v_YoYo_g23_c04.avi 101 +YoYo/v_YoYo_g23_c05.avi 101 +YoYo/v_YoYo_g23_c06.avi 101 +YoYo/v_YoYo_g24_c01.avi 101 +YoYo/v_YoYo_g24_c02.avi 101 +YoYo/v_YoYo_g24_c03.avi 101 +YoYo/v_YoYo_g24_c04.avi 101 +YoYo/v_YoYo_g25_c01.avi 101 +YoYo/v_YoYo_g25_c02.avi 101 +YoYo/v_YoYo_g25_c03.avi 101 +YoYo/v_YoYo_g25_c04.avi 101 +YoYo/v_YoYo_g25_c05.avi 101 diff --git a/test/kinetics_rgb_artnet_resnet_18_evaluate.sh b/test/kinetics_rgb_artnet_resnet_18_evaluate.sh new file mode 100755 index 0000000..fcaa55a --- /dev/null +++ b/test/kinetics_rgb_artnet_resnet_18_evaluate.sh @@ -0,0 +1,3 @@ +Model_name=$1 +python tools/eval_net.py kinetics 1 c3d_rgb /media/data1/kinetics_val_rgb_img_256_340 models/112_artnet_resnet_18_deploy.prototxt ${Model_name}.caffemodel --caffe_path ../caffe_c3d/ --num_worker 8 --save_scores ${Model_name} --num_frame_per_video 25 --depth 16 --skip 1 + diff --git a/test/kinetics_rgb_c3d_resnet_18_evaluate.sh b/test/kinetics_rgb_c3d_resnet_18_evaluate.sh new file mode 100755 index 0000000..5a43397 --- /dev/null +++ b/test/kinetics_rgb_c3d_resnet_18_evaluate.sh @@ -0,0 +1,3 @@ +Model_name=$1 +python tools/eval_net.py kinetics 1 c3d_rgb /media/data1/kinetics_val_rgb_img_256_340 ../models/112_c3d_resnet_18_deploy.prototxt ${Model_name}.caffemodel --caffe_path ../caffe_c3d/ --num_worker 8 --save_scores ${Model_name} --num_frame_per_video 25 --depth 16 --skip 1 + diff --git a/test/pyActionRecog/__init__.py b/test/pyActionRecog/__init__.py new file mode 100644 index 0000000..f67a28f --- /dev/null +++ b/test/pyActionRecog/__init__.py @@ -0,0 +1,12 @@ +from benchmark_db import * + + +split_parsers = dict() +split_parsers['ucf101'] = parse_ucf_splits +split_parsers['hmdb51'] = parse_hmdb51_splits +split_parsers['kinetics'] = parse_kinetics + +def parse_split_file(dataset): + sp = split_parsers[dataset] + return sp() + diff --git a/test/pyActionRecog/__init__.pyc b/test/pyActionRecog/__init__.pyc new 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:param flow_stack: + :param crop_dims: + :return: + """ + im_shape = np.array(flow_stack.shape[1:]) + stack_depth = flow_stack.shape[0] + crop_dims = np.array(crop_dims) + + h_indices = (0, im_shape[0] - crop_dims[0]) + w_indices = (0, im_shape[1] - crop_dims[1]) + + h_center_offset = (im_shape[0] - crop_dims[0])/2 + w_center_offset = (im_shape[1] - crop_dims[1])/2 + + crop_ix = np.empty((5, 4), dtype=int) + + cnt = 0 + for i in h_indices: + for j in w_indices: + crop_ix[cnt, :] = (i, j, i+crop_dims[0], j+crop_dims[1]) + cnt += 1 + crop_ix[4, :] = [h_center_offset, w_center_offset, + h_center_offset+crop_dims[0], w_center_offset+crop_dims[1]] + + crop_ix = np.tile(crop_ix, (2,1)) + + crops = np.empty((10, flow_stack.shape[0], crop_dims[0], crop_dims[1]), + dtype=flow_stack.dtype) + + for ix in xrange(10): + cp = crop_ix[ix] + crops[ix] = flow_stack[:, cp[0]:cp[2], cp[1]:cp[3]] + crops[5:] = crops[5:, :, :, ::-1] + crops[5:, range(0, stack_depth, 2), ...] = 255 - crops[5:, range(0, stack_depth, 2), ...] + return crops + +def c3d_rgb_stack_oversample(flow_stack, crop_dims): + """ + This function performs oversampling on flow stacks. + Adapted from pyCaffe's oversample function + :param flow_stack: + :param crop_dims: + :return: + """ + im_shape = np.array(flow_stack.shape[1:]) + stack_depth = flow_stack.shape[0] + crop_dims = np.array(crop_dims) + + h_indices = (0, im_shape[0] - crop_dims[0]) + w_indices = (0, im_shape[1] - crop_dims[1]) + + h_center_offset = (im_shape[0] - crop_dims[0])/2 + w_center_offset = (im_shape[1] - crop_dims[1])/2 + + crop_ix = np.empty((5, 4), dtype=int) + + cnt = 0 + for i in h_indices: + for j in w_indices: + crop_ix[cnt, :] = (i, j, i+crop_dims[0], j+crop_dims[1]) + cnt += 1 + crop_ix[4, :] = [h_center_offset, w_center_offset, + h_center_offset+crop_dims[0], w_center_offset+crop_dims[1]] + + crop_ix = np.tile(crop_ix, (2,1)) + + crops = np.empty((10, flow_stack.shape[0], crop_dims[0], crop_dims[1], 3), + dtype=flow_stack.dtype) + + for ix in xrange(10): + cp = crop_ix[ix] + crops[ix] = flow_stack[:, cp[0]:cp[2], cp[1]:cp[3],:] + crops[5:] = crops[5:, :, :, ::-1, :] + return crops + +def c3d_flow_stack_oversample(flow_stack, crop_dims): + """ + This function performs oversampling on flow stacks. + Adapted from pyCaffe's oversample function + :param flow_stack: + :param crop_dims: + :return: + """ + im_shape = np.array(flow_stack.shape[1:]) + stack_depth = flow_stack.shape[0] + crop_dims = np.array(crop_dims) + + h_indices = (0, im_shape[0] - crop_dims[0]) + w_indices = (0, im_shape[1] - crop_dims[1]) + + h_center_offset = (im_shape[0] - crop_dims[0])/2 + w_center_offset = (im_shape[1] - crop_dims[1])/2 + + crop_ix = np.empty((5, 4), dtype=int) + + cnt = 0 + for i in h_indices: + for j in w_indices: + crop_ix[cnt, :] = (i, j, i+crop_dims[0], j+crop_dims[1]) + cnt += 1 + crop_ix[4, :] = [h_center_offset, w_center_offset, + h_center_offset+crop_dims[0], w_center_offset+crop_dims[1]] + + crop_ix = np.tile(crop_ix, (2,1)) + + crops = np.empty((10, flow_stack.shape[0]/2, crop_dims[0], crop_dims[1], 2), + dtype=flow_stack.dtype) + flow_stack_x = flow_stack[::2] + flow_stack_y = flow_stack[1::2] + + for ix in xrange(10): + cp = crop_ix[ix] + crops[ix,:,:,:,0] = flow_stack_x[:, cp[0]:cp[2], cp[1]:cp[3]] + crops[ix,:,:,:,1] = flow_stack_y[:, cp[0]:cp[2], cp[1]:cp[3]] + + crops[5:, :, :, :, 0] = 255 - crops[5:, :, :, ::-1, 0] + crops[5:, :, :, :, 1] = crops[5:, :, :, ::-1, 1] + return crops + +def rgb_oversample(image, crop_dims): + """ + Crop images into the four corners, center, and their mirrored versions. + Adapted from Caffe + Parameters + ---------- + image : (H x W x K) ndarray + crop_dims : (height, width) tuple for the crops. + Returns + ------- + crops : (10 x H x W x K) ndarray of crops. + """ + # Dimensions and center. + im_shape = np.array(image.shape) + crop_dims = np.array(crop_dims) + im_center = im_shape[:2] / 2.0 + + # Make crop coordinates + h_indices = (0, im_shape[0] - crop_dims[0]) + w_indices = (0, im_shape[1] - crop_dims[1]) + crops_ix = np.empty((5, 4), dtype=int) + curr = 0 + for i in h_indices: + for j in w_indices: + crops_ix[curr] = (i, j, i + crop_dims[0], j + crop_dims[1]) + curr += 1 + crops_ix[4] = np.tile(im_center, (1, 2)) + np.concatenate([ + -crop_dims / 2.0, + crop_dims / 2.0 + ]) + crops_ix = np.tile(crops_ix, (2, 1)) + + # Extract crops + crops = np.empty((10 , crop_dims[0], crop_dims[1], + im_shape[-1]), dtype=np.float32) + + ix = 0 + for crop in crops_ix: + crops[ix] = image[crop[0]:crop[2], crop[1]:crop[3], :] + ix += 1 + crops[ix-5:ix] = crops[ix-5:ix, :, ::-1, :] # flip for mirrors + return crops + + +def rgb_to_parrots(frame, oversample=True, mean_val=None, crop_size=None): + """ + Pre-process the rgb frame for Parrots input + """ + if mean_val is None: + mean_val = [104, 117, 123] + if not oversample: + ret_frame = (frame - mean_val).transpose((2, 0, 1)) + return ret_frame[None, ...] + else: + crops = rgb_oversample(frame, crop_size) - mean_val + ret_frames = crops.transpose((0, 3, 1, 2)) + return ret_frames + + +def fast_list2arr(data, offset=None, dtype=None): + """ + Convert a list of numpy arrays with the same size to a large numpy array. + This is way more efficient than directly using numpy.array() + See + https://github.com/obspy/obspy/wiki/Known-Python-Issues + :param data: [numpy.array] + :param offset: array to be subtracted from the each array. + :param dtype: data type + :return: numpy.array + """ + num = len(data) + out_data = np.empty((num,)+data[0].shape, dtype=dtype if dtype else data[0].dtype) + for i in xrange(num): + out_data[i] = data[i] - offset if offset else data[i] + return out_data + diff --git a/test/pyActionRecog/utils/io.pyc b/test/pyActionRecog/utils/io.pyc new file mode 100644 index 0000000000000000000000000000000000000000..49bfed146e242c383033ac818e82ceacd73edcf5 GIT binary patch literal 6417 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+ + +def softmax(raw_score, T=1): + exp_s = np.exp((raw_score - raw_score.max(axis=-1)[..., None])*T) + sum_s = exp_s.sum(axis=-1) + return exp_s / sum_s[..., None] + + +def top_k_acc(lb_set, scores, k=3): + idx = np.argsort(scores)[-k:] + return len(lb_set.intersection(idx)), len(lb_set) + + +def top_k_hit(lb_set, scores, k=3): + idx = np.argsort(scores)[-k:] + return len(lb_set.intersection(idx)) > 0, 1 + + +def top_3_accuracy(score_dict, video_list): + return top_k_accuracy(score_dict, video_list, 3) + + +def top_k_accuracy(score_dict, video_list, k): + video_labels = [set([i.num_label for i in v.instances]) for v in video_list] + + video_top_k_acc = np.array( + [top_k_hit(lb, score_dict[v.id], k=k) for v, lb in zip(video_list, video_labels) + if v.id in score_dict]) + + tmp = video_top_k_acc.sum(axis=0).astype(float) + top_k_acc = tmp[0] / tmp[1] + + return top_k_acc + + +def video_mean_ap(score_dict, video_list): + avail_video_labels = [set([i.num_label for i in v.instances]) for v in video_list if + v.id in score_dict] + pred_array = np.array([score_dict[v.id] for v in video_list if v.id in score_dict]) + gt_array = np.zeros(pred_array.shape) + + for i in xrange(pred_array.shape[0]): + gt_array[i, list(avail_video_labels[i])] = 1 + mean_ap = average_precision_score(gt_array, pred_array, average='macro') + return mean_ap + + +def mean_class_accuracy(scores, labels): + pred = np.argmax(scores, axis=1) + cf = confusion_matrix(labels, pred).astype(float) + + cls_cnt = cf.sum(axis=1) + cls_hit = np.diag(cf) + + return np.mean(cls_hit/cls_cnt) \ No newline at end of file diff --git a/test/pyActionRecog/utils/metrics.pyc b/test/pyActionRecog/utils/metrics.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9a847d2ab359c2c8bbf811caba5422ba7d206a86 GIT binary patch literal 2793 zcmbtW-EJF26h5>5ixY=JXiD7{YRUz!kWz_KQA&kCEw`4~MyiM?tLg5>U1z=P?o5JH z*;nbS^f`DJUV#UI?>p=KATCgZhd^PMx>_;Yjp-TbGYV_E$IyuZieJV+w4 z2Wlhg}SaJ>&mQ4 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HcmV?d00001 diff --git a/test/tools/build_file_list.py b/test/tools/build_file_list.py new file mode 100644 index 0000000..1cf5e06 --- /dev/null +++ b/test/tools/build_file_list.py @@ -0,0 +1,42 @@ +import argparse +import os +import sys + +sys.path.append('.') +from pyActionRecog import parse_directory, build_split_list +from pyActionRecog import parse_split_file + +parser = argparse.ArgumentParser() +parser.add_argument('dataset', type=str, choices=['ucf101', 'hmdb51']) +parser.add_argument('frame_path', type=str, help="root directory holding the frames") +parser.add_argument('--rgb_prefix', type=str, help="prefix of RGB frames", default='img_') +parser.add_argument('--flow_x_prefix', type=str, help="prefix of x direction flow images", default='flow_x') +parser.add_argument('--flow_y_prefix', type=str, help="prefix of y direction flow images", default='flow_y') +parser.add_argument('--num_split', type=int, default=3) +parser.add_argument('--out_list_path', type=str, default='data/') +parser.add_argument('--shuffle', action='store_true', default=False) + +args = parser.parse_args() + +dataset = args.dataset +frame_path = args.frame_path +rgb_p = args.rgb_prefix +flow_x_p = args.flow_x_prefix +flow_y_p = args.flow_y_prefix +num_split = args.num_split +out_path = args.out_list_path +shuffle = args.shuffle + + +# operation +print 'processing dataset {}'.format(dataset) +split_tp = parse_split_file(dataset) +f_info = parse_directory(frame_path, rgb_p, flow_x_p, flow_y_p) + +print 'writting list files for training/testing' +for i in xrange(num_split): + lists = build_split_list(split_tp, f_info, i, shuffle) + open(os.path.join(out_path, '{}_rgb_train_split_{}.txt'.format(dataset, i+1)), 'w').writelines(lists[0][0]) + open(os.path.join(out_path, '{}_rgb_val_split_{}.txt'.format(dataset, i+1)), 'w').writelines(lists[0][1]) + open(os.path.join(out_path, '{}_flow_train_split_{}.txt'.format(dataset, i+1)), 'w').writelines(lists[1][0]) + open(os.path.join(out_path, '{}_flow_val_split_{}.txt'.format(dataset, i+1)), 'w').writelines(lists[1][1]) diff --git a/test/tools/build_of.py b/test/tools/build_of.py new file mode 100644 index 0000000..cd959c9 --- /dev/null +++ b/test/tools/build_of.py @@ -0,0 +1,121 @@ +__author__ = 'yjxiong' + +import os +import glob +import sys +from pipes import quote +from multiprocessing import Pool, current_process + +import argparse +out_path = '' + + +def dump_frames(vid_path): + import cv2 + video = cv2.VideoCapture(vid_path) + vid_name = vid_path.split('/')[-1].split('.')[0] + out_full_path = os.path.join(out_path, vid_name) + + fcount = int(video.get(cv2.cv.CV_CAP_PROP_FRAME_COUNT)) + try: + os.mkdir(out_full_path) + except OSError: + pass + file_list = [] + for i in xrange(fcount): + ret, frame = video.read() + assert ret + cv2.imwrite('{}/{:06d}.jpg'.format(out_full_path, i), frame) + access_path = '{}/{:06d}.jpg'.format(vid_name, i) + file_list.append(access_path) + print '{} done'.format(vid_name) + sys.stdout.flush() + return file_list + + +def run_optical_flow(vid_item, dev_id=0): + vid_path = vid_item[0] + vid_id = vid_item[1] + vid_name = vid_path.split('/')[-1].split('.')[0] + out_full_path = os.path.join(out_path, vid_name) + try: + os.mkdir(out_full_path) + except OSError: + pass + + current = current_process() + dev_id = (int(current._identity[0]) - 1) % NUM_GPU + image_path = '{}/img'.format(out_full_path) + flow_x_path = '{}/flow_x'.format(out_full_path) + flow_y_path = '{}/flow_y'.format(out_full_path) + + cmd = os.path.join(df_path + 'build/extract_gpu')+' -f {} -x {} -y {} -i {} -b 20 -t 1 -d {} -s 1 -o {} -w {} -h {}'.format( + quote(vid_path), quote(flow_x_path), quote(flow_y_path), quote(image_path), dev_id, out_format, new_size[0], new_size[1]) + + os.system(cmd) + print '{} {} done'.format(vid_id, vid_name) + sys.stdout.flush() + return True + + +def run_warp_optical_flow(vid_item, dev_id=0): + vid_path = vid_item[0] + vid_id = vid_item[1] + vid_name = vid_path.split('/')[-1].split('.')[0] + out_full_path = os.path.join(out_path, vid_name) + try: + os.mkdir(out_full_path) + except OSError: + pass + + current = current_process() + dev_id = (int(current._identity[0]) - 1) % NUM_GPU + flow_x_path = '{}/flow_x'.format(out_full_path) + flow_y_path = '{}/flow_y'.format(out_full_path) + + cmd = os.path.join(df_path + 'build/extract_warp_gpu')+' -f {} -x {} -y {} -b 20 -t 1 -d {} -s 1 -o {}'.format( + vid_path, flow_x_path, flow_y_path, dev_id, out_format) + + os.system(cmd) + print 'warp on {} {} done'.format(vid_id, vid_name) + sys.stdout.flush() + return True + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description="extract optical flows") + parser.add_argument("src_dir") + parser.add_argument("out_dir") + parser.add_argument("--num_worker", type=int, default=8) + parser.add_argument("--flow_type", type=str, default='tvl1', choices=['tvl1', 'warp_tvl1']) + parser.add_argument("--df_path", type=str, default='./lib/dense_flow/', help='path to the dense_flow toolbox') + parser.add_argument("--out_format", type=str, default='dir', choices=['dir','zip'], + help='path to the dense_flow toolbox') + parser.add_argument("--ext", type=str, default='avi', choices=['avi','mp4'], help='video file extensions') + parser.add_argument("--new_width", type=int, default=0, help='resize image width') + parser.add_argument("--new_height", type=int, default=0, help='resize image height') + parser.add_argument("--num_gpu", type=int, default=8, help='number of GPU') + + args = parser.parse_args() + + out_path = args.out_dir + src_path = args.src_dir + num_worker = args.num_worker + flow_type = args.flow_type + df_path = args.df_path + out_format = args.out_format + ext = args.ext + new_size = (args.new_width, args.new_height) + NUM_GPU = args.num_gpu + + if not os.path.isdir(out_path): + print "creating folder: "+out_path + os.makedirs(out_path) + + vid_list = glob.glob(src_path+'/*/*.'+ext) + print len(vid_list) + pool = Pool(num_worker) + if flow_type == 'tvl1': + pool.map(run_optical_flow, zip(vid_list, xrange(len(vid_list)))) + elif flow_type == 'warp_tvl1': + pool.map(run_warp_optical_flow, zip(vid_list, xrange(len(vid_list)))) diff --git a/test/tools/eval_net.py b/test/tools/eval_net.py new file mode 100644 index 0000000..85e83fb --- /dev/null +++ b/test/tools/eval_net.py @@ -0,0 +1,205 @@ +import argparse +import os +import sys +import math +import cv2 +import numpy as np +import multiprocessing +from sklearn.metrics import confusion_matrix + +sys.path.append('.') +from pyActionRecog import parse_directory_rgb +from pyActionRecog import parse_directory_rgb1 +from pyActionRecog import parse_split_file +from pyActionRecog import parse_directory_flow + +from pyActionRecog.utils.video_funcs import default_aggregation_func + +parser = argparse.ArgumentParser() +parser.add_argument('dataset', type=str, choices=['ucf101', 'hmdb51', 'kinetics']) +parser.add_argument('split', type=int, choices=[1, 2, 3], + help='on which split to test the network') +parser.add_argument('modality', type=str, choices=['rgb', 'flow','c3d_rgb', 'c3d_flow']) +parser.add_argument('frame_path', type=str, help="root directory holding the frames") +parser.add_argument('net_proto', type=str) +parser.add_argument('net_weights', type=str) +parser.add_argument('--rgb_prefix', type=str, help="prefix of RGB frames", default='image_') +parser.add_argument('--c3d_prefix', type=str, help="prefix of RGB frames", default='image_') +parser.add_argument('--flow_x_prefix', type=str, help="prefix of x direction flow images", default='x_') +parser.add_argument('--flow_y_prefix', type=str, help="prefix of y direction flow images", default='y_') +parser.add_argument('--num_frame_per_video', type=int, default=25, + help="prefix of y direction flow images") +parser.add_argument('--save_scores', type=str, default=None, help='the filename to save the scores in') +parser.add_argument('--num_worker', type=int, default=1) +parser.add_argument("--caffe_path", type=str, default='./lib/caffe-action/', help='path to the caffe toolbox') +parser.add_argument("--gpus", type=int, nargs='+', default=None, help='specify list of gpu to use') +parser.add_argument("--depth", type=int, default=32) +parser.add_argument('--skip', type=int, default=1) +parser.add_argument('--attention_name', type=str, default=None) +args = parser.parse_args() + +print args + +sys.path.append(os.path.join(args.caffe_path, 'python')) +from pyActionRecog.action_caffe import CaffeNet + +# build neccessary information +print args.dataset +split_tp = parse_split_file(args.dataset) +# f_info = parse_directory(args.frame_path, +# +# args.rgb_prefix, args.flow_x_prefix, args.flow_y_prefix) +if args.modality == 'rgb' or args.modality =='c3d_rgb': + if args.dataset == 'hmdb51' or args.dataset == 'ucf101': + f_info = parse_directory_rgb(args.frame_path, args.rgb_prefix) + else: + f_info = parse_directory_rgb1(args.frame_path, args.rgb_prefix) +else: + f_info = parse_directory_flow(args.frame_path, args.flow_x_prefix, args.flow_y_prefix) + +print(len(f_info[0])) +gpu_list = args.gpus + +if args.dataset == 'hmdb51' or args.dataset == 'ucf101': + eval_video_list = split_tp[args.split - 1][1] +else: + eval_video_list = split_tp + +score_name = 'pooling1_bn' +attention_name = args.attention_name + +def build_net(): + global net + my_id = multiprocessing.current_process()._identity[0] \ + if args.num_worker > 1 else 1 + if gpu_list is None: + net = CaffeNet(args.net_proto, args.net_weights, my_id-1) + else: + net = CaffeNet(args.net_proto, args.net_weights, gpu_list[my_id - 1]) + + +def eval_video(video): + global net + label = video[1] + vid = video[0] + + video_frame_path = f_info[0][vid] + if args.modality == 'rgb': + cnt_indexer = 1 + elif args.modality == 'flow': + cnt_indexer = 1 + elif args.modality == 'c3d_rgb': + cnt_indexer = 1 + elif args.modality == 'c3d_flow': + cnt_indexer = 1 + else: + raise ValueError(args.modality) + frame_cnt = f_info[cnt_indexer][vid] + + stack_depth = 0 + if args.modality == 'rgb': + stack_depth = 1 + elif args.modality == 'flow': + stack_depth = 5 + elif args.modality == 'c3d_rgb': + stack_depth = args.depth + elif args.modality == 'c3d_flow': + stack_depth = args.depth + else: + raise ValueError('Invalid modality: ' + args.modality) + + step = 1.0 * (frame_cnt - stack_depth) / (args.num_frame_per_video-1) + # step = min(6.0, frame_cnt/10.0) + if step > 0: + frame_ticks = np.arange(1, 2 +frame_cnt-stack_depth, step) + else: + frame_ticks = [1] * args.num_frame_per_video + + frame_ticks = np.floor(frame_ticks) + frame_ticks = frame_ticks.astype(int) +# assert(len(frame_ticks) == args.num_frame_per_video) + + frame_scores = [] + for tick in frame_ticks: + if args.modality == 'rgb': + name = '{}{:05d}.jpg'.format(args.rgb_prefix, tick) + frame = cv2.imread(os.path.join(video_frame_path, name), cv2.IMREAD_COLOR) + scores = net.predict_single_frame([frame,], score_name, frame_size=(340, 256), attention_name=attention_name) + frame_scores.append(scores) + if args.modality == 'flow': + frame_idx = [min(frame_cnt, tick+offset) for offset in xrange(stack_depth)] + flow_stack = [] + for idx in frame_idx: + x_name = '{}{:06d}.jpg'.format(args.flow_x_prefix, idx) + y_name = '{}{:06d}.jpg'.format(args.flow_y_prefix, idx) + flow_stack.append(cv2.imread(os.path.join(video_frame_path, x_name), cv2.IMREAD_GRAYSCALE)) + flow_stack.append(cv2.imread(os.path.join(video_frame_path, y_name), cv2.IMREAD_GRAYSCALE)) + scores = net.predict_single_flow_stack(flow_stack, score_name, frame_size=(340, 256), attention_name=attention_name) + frame_scores.append(scores) + if args.modality == 'c3d_flow': + frame_idx = [min(frame_cnt, tick+offset) for offset in xrange(stack_depth)] + flow_stack = [] + for idx in frame_idx: + x_name = '{}{:05d}.jpg'.format(args.flow_x_prefix, idx) + y_name = '{}{:05d}.jpg'.format(args.flow_y_prefix, idx) + flow_stack.append(cv2.imread(os.path.join(video_frame_path, x_name), cv2.IMREAD_GRAYSCALE)) + flow_stack.append(cv2.imread(os.path.join(video_frame_path, y_name), cv2.IMREAD_GRAYSCALE)) + scores = net.predict_single_c3d_flow_stack(flow_stack, score_name, frame_size=(170, 128)) + frame_scores.append(scores) + if args.modality == 'c3d_rgb': + frame_idx = [min(frame_cnt, tick+offset) for offset in xrange(stack_depth)] + c3d_stack = [] + i = 0; + skip = args.skip + for idx in frame_idx: + i = i+1 + if (i%skip == 0): + x_name = '{}{:06d}.jpg'.format(args.c3d_prefix, idx) + img = cv2.imread(os.path.join(video_frame_path, x_name), cv2.IMREAD_COLOR) + c3d_stack.append(img) + scores = net.predict_single_c3d_rgb_stack(c3d_stack, score_name, frame_size=(170,128)) + frame_scores.append(scores) + + + ii = 0 + if attention_name is not None: + frame_attentions = [x[1] for x in frame_scores] + frame_scores = [x[0] for x in frame_scores] + +# if np.argmax(default_aggregation_func(frame_scores)) == label: +# ii = 1 + print 'video {0} done'.format(vid) +# print 'video {0} pred {1} label {2} same {3} done'.format(vid, np.argmax(default_aggregation_func(frame_scores)), label, ii ) + sys.stdin.flush() + if attention_name is None: + return np.array(frame_scores), label + else: + return np.array(frame_scores), label, np.array(frame_attentions) + +if args.num_worker > 1: + pool = multiprocessing.Pool(args.num_worker, initializer=build_net) + video_scores = pool.map(eval_video, eval_video_list) +else: + build_net() + video_scores = map(eval_video, eval_video_list) + +# video_pred = [np.argmax(default_aggregation_func(x[0])) for x in video_scores] +# video_labels = [x[1] for x in video_scores] +# cf = confusion_matrix(video_labels, video_pred).astype(float) +# cls_cnt = cf.sum(axis=1) +# cls_hit = np.diag(cf) + +# cls_acc = cls_hit/cls_cnt + +# print cls_acc + +# print 'Accuracy {:.02f}%'.format(np.mean(cls_acc)*100) + +# if args.save_scores is not None: +# np.savez(args.save_scores, scores=video_scores, labels=video_labels) + + + +import scipy.io as sio +sio.savemat('artnet_s_t_1.mat', {'feature': video_scores}) + diff --git a/test/tools/eval_scores.py b/test/tools/eval_scores.py new file mode 100644 index 0000000..9fa30e3 --- /dev/null +++ b/test/tools/eval_scores.py @@ -0,0 +1,59 @@ +import argparse +import sys +import numpy as np +sys.path.append('.') + +from pyActionRecog.utils.video_funcs import default_aggregation_func +from pyActionRecog.utils.metrics import mean_class_accuracy, top_k_acc +from pyActionRecog.utils.video_funcs import top_k_aggregation_func +from pyActionRecog.utils.video_funcs import sliding_window_aggregation_func +parser = argparse.ArgumentParser() +parser.add_argument('score_files', nargs='+', type=str) +parser.add_argument('--score_weights', nargs='+', type=float, default=None) +parser.add_argument('--crop_agg', type=str, choices=['max', 'mean'], default='mean') +args = parser.parse_args() + +score_npz_files = [np.load(x) for x in args.score_files] + +if args.score_weights is None: + score_weights = [1] * len(score_npz_files) +else: + score_weights = args.score_weights + if len(score_weights) != len(score_npz_files): + raise ValueError("Only {} weight specifed for a total of {} score files" + .format(len(score_weights), len(score_npz_files))) + +score_list = [x['scores'][:, 0] for x in score_npz_files] +label_list = [x['labels'] for x in score_npz_files] + +# score_aggregation +agg_score_list = [] +# tmp_score = [np.mean(x, axis=0) for x in score_list[0]] +for score_vec in score_list: + agg_score_vec = [default_aggregation_func(x, normalization=False, crop_agg=getattr(np, args.crop_agg)) for x in score_vec] + # agg_score_vec = [top_k_aggregation_func(x, 25) for x in score_vec] + agg_score_list.append(np.array(agg_score_vec)) + +# score_weights[1] = 0 +final_scores = np.zeros_like(agg_score_list[0]) +for i, agg_score in enumerate(agg_score_list): + final_scores += agg_score * score_weights[i] + +vid_list = [x.strip().split()[0] for x in open('data/kinetics/val_list1.txt')] +score_dict = dict(zip(vid_list, agg_score_vec)) +import cPickle +cPickle.dump(score_dict, open(args.score_files[0] + '.pc', 'wb'), cPickle.HIGHEST_PROTOCOL) + +# acc = mean_class_accuracy(final_scores, label_list[0]) +top_5 = 0.0 +top_1 = 0.0 +for i, label in enumerate(label_list[0]): + idx = np.argsort(final_scores[i])[-5:] + if label == idx[-1]: + top_1 = top_1 + 1 + + if label in idx: + top_5 = top_5 + 1 +top_5 = top_5 / len(label_list[0]) +top_1 = top_1 / len(label_list[0]) +print 'Final top1 {:02f}%, top5 {:02f}%, AVG: {:02f}%'.format(top_1 * 100, top_5 * 100, (top_1 + top_5)*50)