Awesome Action Quality Assessment (AQA)

Pull requests are welcome if you find any interesting paper is missing.

• 🔥🔥🔥 denotes the highly recommended papers for the novel insights and new directions.
• We have created a Wechat group for our colleagues to exchange and discuss the latest progress in the field of AQA, contributing to the development of this field. If it expires, please scan my personal account.

Papers

Currently, AQA is widely applied in sports, medical care (e.g., rehabilitation), etc.

Sports

2024

• [IJCV 2024] Procedure-Aware Action Quality Assessment: Datasets and Performance Evaluation. PDF | Github
• [TIP 2024] Multimodal Action Quality Assessment. PDF | Github
• [TCSVT 2024] Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling. PDF | Github
• [Information Sciences 2024] Two-path target-aware contrastive regression for action quality assessment. DOI | Github
• [TIM 2024] Learning Sparse Temporal Video Mapping for Action Quality Assessment in Floor Gymnastics. PDF

• [NeurIPS 2024 Spotlight] GAIA: Rethinking Action Quality Assessment for AI-Generated Videos. PDF | Github |🔥🔥🔥
• [CVPR 2024 Oral] FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment. PDF | Github
• [ECCV 2024 Oral] MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment. PDF | Github
• [ECCV 2024] RICA^2: Rubric-Informed, Calibrated Assessment of Actions. PDF | Github
• [ECCV 2024] Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment. PDF
• [ECCV 2024] Vision-Language Action Knowledge Learning for Semantic-Aware Action Quality Assessment. PDF
• [IJCAI 2024] CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment. PDF | Github
• [WACV 2024 Oral] PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessment. PDF | Github
• [BMVC 2024] Interpretable Long-term Action Quality Assessment. PDF | Github
• [ICASSP 2024] Multi-Stage Contrastive Regression for Action Quality Assessment. PDF | Github
• [CVPRW 2024] Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment. PDF | Github |🔥🔥🔥

2023

• [IJCV 2023] Automatic Modelling for Interactive Action Assessment. DOI
• [TIP 2023] Fine-grained Spatio-temporal Parsing Network for Action Quality Assessment. DOI
• [TCSVT 2023] Hierarchical Graph Convolutional Networks for Action Quality Assessment. PDF | DOI | Github
• [TMM 2023] Learning Semantics-Guided Representations for Scoring Figure Skating. DOI
• [NCAA 2023] Auto-encoding score distribution regression for action quality assessment. PDF | DOI | Github

• [CVPR 2023] LOGO: A Long-Form Video Dataset for Group Action Quality Assessment. PDF | Github
• [AAAI 2023] Skating-Mixer: Long-Term Sport Audio-Visual Modeling with MLPs. PDF | Github
• [ACM MM 2023] A Figure Skating Jumping Dataset for Replay-Guided Action Quality Assessment. DOI
• [ACM MM 2023] Localization-assisted Uncertainty Score Disentanglement Network for Action Quality Assessment. DOI | Github - FineFS dataset avail, code not avail
• [IUI 2023] IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessment. PDF | Github

2022

• [TCSVT 2022] Semi-Supervised Action Quality Assessment With Self-Supervised Segment Feature Recovery. DOI

• [CVPR 2022 Oral] FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment. PDF | Github
• [CVPR 2022] Likert Scoring with Grade Decoupling for Long-term Action Assessment. PDF | Github
• [ECCV 2022] Action Quality Assessment with Temporal Parsing Transformer. PDF | Github
• [ECCV 2022] Pairwise Contrastive Learning Network for Action Quality Assessment. PDF

2021

• [TPAMI 2021] Adaptive Action Assessment. DOI

• [ICCV 2021] Group-aware Contrastive Regression for Action Quality Assessment. PDF | Github
• [ACM MM 2021] TSA-Net: Tube Self-Attention Network for Action Quality Assessment. PDF | Github
• [INSAI 2021] A survey of video-based action quality assessment. PDF

2020

• [CVPR 2020] Uncertainty-aware Score Distribution Learning for Action Quality Assessment. PDF | Github
• [ECCV 2020] An Asymmetric Modeling for Action Assessment. PDF

2019 and Before

• [CVPR 2019] What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment. PDF | Github
• [ICCV 2019] Action Assessment by Joint Relation Graphs. PDF
• [WACV 2019] Action Quality Assessment Across Multiple Actions. PDF
• [ECCV 2014] Assessing the Quality of Actions. Project

Medical Care

2024

• [CVPRW 2024] FineRehab: A Multi-modality and Multi-task Dataset for Rehabilitation Analysis. PDF | Project

• [TPAMI 2024] EGCN++: A New Fusion Strategy for Ensemble Learning in Skeleton-based Rehabilitation Exercise Assessment. PDF | GitHub - EGCN++ not avail. EHE dataset avail.

2023

• [TVCG 2023] A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis. PDF | DOI | Video
• [TNSRE 2023] A Contrastive Learning Network for Performance Metric and Assessment of Physical Rehabilitation Exercises. PDF

2022

• [IJCAI 2022] EGCN: An Ensemble-based Learning Framework for Exploring Effective Skeleton-based Rehabilitation Exercise Assessment. PDF | Github

2021

• [PR 2021] Skeleton-based human action evaluation using graph convolutional network for monitoring Alzheimer’s progression. PDF | DOI

2020

• [TNSRE 2020] A Deep Learning Framework for Assessing Physical Rehabilitation Exercises. PDF | DOI

2019 and Before

• [TNSRE 2019] The KIMORE Dataset: KInematic Assessment of MOvement and Clinical Scores for Remote Monitoring of Physical REhabilitation. PDF | DOI

Skill Assessment

• [TMM 2023] Adaptive Stage-Aware Assessment Skill Transfer for Skill Determination. DOI

Datasets

Sports

Medical Care