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Found 13 papers, 9 papers with code
A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions
Action Quality Assessment (AQA) -- the ability to quantify the quality of human motion, actions, or skill levels and provide feedback -- has far-reaching implications in areas such as low-cost physiotherapy, sports training, and workforce development.
CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes
To address this gap, we capitalize on the unique properties of cartoons and construct CausalChaos!, a novel, challenging causal Why-QA dataset built upon the iconic "Tom and Jerry" cartoon series.
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment
We found that domain experts prefer our system and find it more informative than purely neural approaches to AQA in diving.
Ranked #1 on
Action Quality Assessment
on FineDiving
Action Quality Assessment
Action Quality Assessment Report Generation
+5
Learning to Visually Connect Actions and their Effects
We introduce the novel concept of visually Connecting Actions and Their Effects (CATE) in video understanding.
Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment
To that end, we propose to learn exercise-oriented image and video representations from unlabeled samples such that a small dataset annotated by experts suffices for supervised error detection.
Win-Fail Action Recognition
We introduce a first of its kind paired win-fail action understanding dataset with samples from the following domains: "General Stunts," "Internet Wins-Fails," "Trick Shots," and "Party Games."
Ranked #1 on
Action Recognition
on Win-Fail Action Understanding
Piano Skills Assessment
Can a computer determine a piano player's skill level?
Ranked #1 on
Skills Assessment
on Multimodal PISA
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNN
The hallucination task is treated as an auxiliary task, which can be used with any other action related task in a multitask learning setting.
Ranked #5 on
Scene Recognition
on YUP++
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
Can performance on the task of action quality assessment (AQA) be improved by exploiting a description of the action and its quality?
Ranked #1 on
Action Recognition
on MTL-AQA
Action Quality Assessment Across Multiple Actions
Can learning to measure the quality of an action help in measuring the quality of other actions?
Ranked #7 on
Action Quality Assessment
on AQA-7
Learning To Score Olympic Events
Estimating action quality, the process of assigning a "score" to the execution of an action, is crucial in areas such as sports and health care.
Measuring the Quality of Exercises
This work explores the problem of exercise quality measurement since it is essential for effective management of diseases like cerebral palsy (CP).
Use of Computer Vision to Detect Tangles in Tangled Objects
Information obtained after processing image according to the proposed method comprises of position of tangles in tangled object and which wire passes over which wire.
