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EPIC-Skills: Who's Better? Who's Best? Pairwise Deep Ranking for Skill Determination (CVPR 2018)
[Paper][Homepage]
3 tasks, 113 videos, 1000 pairwise ranking annotations -
BEST: The Pros and Cons: Rank-aware Temporal Attention for Skill Determination in Long Videos (CVPR 2019)
[Paper][Homepage]
5 tasks, 500 videos, 13000 pairwise ranking annotations -
AQA-7: Action Quality Assessment Across Multiple Actions (WACV 2019)
[Paper][Homepage]
1,189 samples from 7 sports: 370 from single diving - 10m platform, 176 from gymnastic vault, 175 from big air skiing, 206 from big air snowboarding, 88 from synchronous diving - 3m springboard, 91 from synchronous diving - 10m platform and 83 from trampoline -
AQA-MTL: What and how well you performed? A multitask approach to action quality assessment (CVPR 2019)
[Paper][Homepage]
1,412 fine-grained samples collected from 16 different events with various views -
Olympic Scoring Dataset: Learning to score Olympic events (CVPR 2017 Workshop)
[Paper][Homepage]
The existing MIT diving dataset is doubled from 159 samples to 370 examples. A new gymnastic vault dataset consisting of 176 samples has been collected -
JIGSAWS: JHU-ISI Gesture and Skill Assessment Working Set (JIGSAWS): A Surgical Activity Dataset for Human Motion Modeling
[Paper][Homepage]
surgical activities, 3 tasks: “Suturing (S)”, ”Needle Passing (NP)” and “Knot Tying (KT)”, each video is annotated with multiple annotation scores assessing different aspects of a video