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Objects' State transition for action recognition:

This repo is related to the paper state-transformation for manipulation action recognition (under single-blind review)

Prerequisites:

  • Pytorch (v. 1.0.1)
  • python (v. 3.6)
  • epic-kitchens (v. 1.6.2)
  • tqdm
  • Numpy

Getting started:

  • clone this repo.
git clone https://github.com/Nachwa/object_states.git

For training:

python train_model.py --logname EXPNAME --batch_size 32 --nb_keyframes 5 --db_dir PATH_TO_DB_ROOT

Paper:

Accepted for presentation at workshop of EPIC@CVPR2019: https://arxiv.org/abs/1906.05147