Action Quality Assessment
14 papers with code • 4 benchmarks • 5 datasets
Assessing/analyzing/quantifying how well an action was performed.
Benchmarks
These leaderboards are used to track progress in Action Quality Assessment
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MTL-AQA
AQA-7
UI-PRMD
Multimodal PISA
Fitness-AQA
Most implemented papers
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
ParitoshParmar/MTL-AQA
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CVPR 2019
Can performance on the task of action quality assessment (AQA) be improved by exploiting a description of the action and its quality?
Learning To Score Olympic Events
ParitoshParmar/C3D-LSTM--PyTorch
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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.
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.
Auto-Encoding Score Distribution Regression for Action Quality Assessment
Action quality assessment (AQA) from videos is a challenging vision task since the relation between videos and action scores is difficult to model.
Action Quality Assessment Across Multiple Actions
ParitoshParmar/C3D-LSTM--PyTorch
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Can learning to measure the quality of an action help in measuring the quality of other actions?
A Deep Learning Framework for Assessing Physical Rehabilitation Exercises
In this paper, we propose a deep learning-based framework for automated assessment of the quality of physical rehabilitation exercises.
Uncertainty-aware Score Distribution Learning for Action Quality Assessment
Assessing action quality from videos has attracted growing attention in recent years.
Hybrid Dynamic-static Context-aware Attention Network for Action Assessment in Long Videos
However, most existing works focus only on video dynamic information (i. e., motion information) but ignore the specific postures that an athlete is performing in a video, which is important for action assessment in long videos.
Piano Skills Assessment
Can a computer determine a piano player's skill level?
Improving Action Quality Assessment using Weighted Aggregation
Farabi-shafkat/Improving-Action-Quality-Assessment-using-ResNets-and-Weighted-Aggregation
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We assess the effects of the depth and input clip size of the convolutional neural network on the quality of action score predictions.
