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<reference>
GitHub - ZhouKanglei/Awesome-AQA: Awesome Action Quality Assessment (AQA) · GitHub

Awesome Action Quality Assessment (AQA). Contribute to ZhouKanglei/Awesome-AQA development by creating an account on GitHub.

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Awesome Action Quality Assessment (AQA)

Recommended: Survey / Project entry points

🔍
Project page (keyword-friendly search):

https://zhoukanglei.github.io/AQA-Survey
— quickly search and filter all papers/notes.

📘
Bibliography bundle:
this repo ships the latest reference list; use the project page for fast discovery.

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Add or correct papers and links through a guided pull request. Venue abbreviations are defined at the top of
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Venue / Year

Title

Project / Code

A Comprehensive Survey of Action Quality Assessment: Method and Benchmark
(Survey, Benchmark)

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions
(Survey)

Vision-Based Human Action Quality Assessment: A Systematic Review
(Survey)

A Survey of Video-Based Action Quality Assessment
(Survey)

A Survey of Vision-Based Human Action Evaluation Methods
(Survey)

Reference list (sorted by year → CCF level → venue reputation → venue → title)

Auto-compiled from the bundled bibliography. If you spot a mistake, please open an issue.

Venue / Year

Title

Project / Code

New Dataset (modality)

BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment
(Skill Assessment; Multi-Modal AQA, Continual Learning, Modality Imbalance)

SkillSight: Efficient First-Person Skill Assessment with Gaze
(Skill Assessment; First-Person, Gaze, Knowledge Distillation, Power-Efficient AQA)

LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations
(Sports; Multi-Modal AQA, Incomplete Multimodal Learning, LLM)

MCMOE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessment
(Sports; Multi-Modal AQA, Incomplete Multi-Modal Learning)

TechCoach: Towards Technical-Point-Aware Descriptive Action Coaching
(Sports; Interpretable Feedback, Action Coaching, DescCoach)

EE4D-DescCoach
RGB, Text

Two-Stage Multi-Modal Fusion with Adaptive Alignment for Action Quality Assessment
(Sports, Medical Rehabilitation; Multi-Modal AQA, Adaptive Alignment, Missing Modality, Label Scarcity)

MM-JDM
RGB, Optical Flow, Skeleton, Text

UIL-AQA: Uncertainty-Aware Clip-Level Interpretable Action Quality Assessment
(Sports; Interpretable Feedback, Uncertainty, Long-Term AQA, Transformer)

Vision-Language Collaborative Representation Learning for Action Quality Assessment
(Sports; Vision-Language, Collaboration Learning, Knowledge Distillation, Contrastive Learning)

TFBF: Temporal-Frequency Bidirectional Fusion for Action Quality Assessment
(Sports, Medical Rehabilitation; Temporal-Frequency Fusion, Frequency-Domain AQA, Discrete Wavelet Transform, Plug-and-Play Module)

LIBS: Instructional Action Quality Assessment via Supervoxel-Based Fine-Grained Attribution
(Skill Assessment; Instructional AQA, Interpretable Feedback, Supervoxels)

Learning Consistent Temporal Grounding Between Related Tasks in Sports Coaching
(Sports; Temporal Grounding, Sports Coaching, Self-Consistency)

MoAKE: Toward Unified All-in-One Action Quality Assessment via Mixture of Action Knowledge Experts
(Sports; All-in-One AQA, Zero-Shot AQA, Few-Shot AQA, Mixture of Experts)

Towards Temporal Compositional Reasoning in Long-Form Sports Videos
(Sports; Temporal Reasoning, Sports Video, MLLM, Long-Form Video)

{EgoHRV}: Continuous Heart Rate Variability Estimation from Egocentric Systems for Autonomic Response and Skill Assessment
(Medical Rehabilitation; Skill Assessment, Egocentric Vision, Heart Rate Variability, Physiological Signal)

Interaction-aware representation learning for action quality assessment in freestyle skiing big air
(Sports; Freestyle Skiing, Human-Object Interaction)

STAR Block: Adaptive spatio-temporal recalibration for action quality assessment
(Sports)

SkillNet: Human Actions Assessment via Human-AI Collaboration
(Skill Assessment; Human-AI Collaboration)

MN-AQA: Multi-stage neuro-symbolic action quality assessment for explainable diving scoring
(Sports; Diving, Explainable AQA, Neuro-Symbolic, Multi-Stage)

Multimodal driven uncertainty modeling for action quality assessment

A Contrastive Video Language Multimodal Method for Teacher Action Quality Assessment
(Skill Assessment; Multi-Modal AQA, Contrastive Learning, Teaching)

TAQA
RGB, Text

CaFlow: Enhancing Long-Term Action Quality Assessment with Causal Counterfactual Flow
(Sports; Causality, Long-Term AQA)

ProSkill: Segment-Level Skill Assessment in Procedural Videos
(Skill Assessment; Procedural Videos, Action-Level Skill Assessment)

ProSKILL
RGB

A Language-Guided Visual Feature Learning Strategy for Multimodal Teacher Action Quality Assessment
(Skill Assessment; Multimodal AQA, Teacher Action Assessment, Language-Guided Learning)

Cross-View Multimodal Vision-Based Assessment Framework for Traditional Chinese Medicine Rehabilitation Training
(Medical Rehabilitation; Multi-Modal AQA, Cross-View AQA, Traditional Chinese Medicine, Physical Therapy)

TCM-AQA61-A
RGB
TCM-AQA61-T
Skeleton

PIDNet: Progressive Implicit Decouple Network for Multimodal Action Quality Assessment
(Sports; Multi-Modal AQA)

{FitAQA}: A Benchmark of Fitness Action Quality Assessment for Multimodal Large Language Models
(Sports, Fitness; Benchmark, MLLM)

FitAQA
RGB

TaiChi-AQA: A Dataset and Framework for Action Quality Assessment and Visual Analysis
(Sports)

TaiChi-AQA
RGB

BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
(Skill Assessment; Basketball)

BASKET
RGB

ExpertAF: Expert Actionable Feedback from Video
(Sports; Interpretable Feedback, Multi-Modal AQA, Foundation Model)

Language-Guided Audio-Visual Learning for Long-Term Sports Assessment
(Sports; Multi-Modal AQA, Long-Term AQA)

Learning Skill-Attributes for Transferable Assessment in Video
(Skill Assessment; Multi-Modal AQA, Foundation Model)

DanceFix: An Exploration in Group Dance Neatness Assessment through Fixing Abnormal Challenges of Human Pose
(Skill Assessment; Dance, Multi-Modal AQA)

DNV
RGB, Skeleton

Human-Activity AGV Quality Assessment: A Benchmark Dataset and an Objective Evaluation Metric
(Sports)

Human-AGVQA
RGB, Text

Human-Centric Fine-Grained Action Quality Assessment
(Sports; Multi-Modal AQA, Contrastive AQA)

AQA-7-HM
RGB
MTL-AQA-HM
Mask

Achieving Procedure-Aware Instructional Video Correlation Learning under Weak Supervision from A Collaborative Perspective
(Sports; Contrastive AQA)

Action Quality Assessment Via Hierarchical Pose-Guided Multi-Stage Contrastive Regression
(Sports; Contrastive AQA)

FineDiving-Pose
RGB, Skeleton

PHI: Bridging Domain Shift in Long-Term Action Quality Assessment Via Progressive Hierarchical Instruction
(Sports; Domain Shift, Long-Term AQA)

Comprehensive Action Quality Assessment through Multi-Branch Modeling
(Sports; Multi-Modal AQA)

Quality-Guided Vision-Language Learning for Long-Term Action Quality Assessment
(Sports; Multi-Modal AQA, Long-Term AQA)

A Teacher Action Quality Assessment Method Based on Label Constraint Strategy
(Skill Assessment; Contrastive Learning, Teaching)

TTAQA
RGB

Decoupling Representations with Quantized Vectors for Semi-Supervised Action Quality Assessment
(Sports; Semi-Supervised AQA)

Adaptive Spatiotemporal Graph Transformer Network for Action Quality Assessment
(Sports; GNN, Long-Term AQA)

Pose-Guided Transformer for Fine-Grained Action Quality Assessment
(Sports; Pose, Fine-Grained AQA)

Rhythmer: Ranking-Based Skill Assessment with Rhythm-Aware Transformer
(Skill Assessment; Ranking)

Visual-Semantic Alignment Temporal Parsing for Action Quality Assessment
(Sports; Multi-Modal AQA)

Scaled Background Swap: Video Augmentation for Action Quality Assessment with Background Debiasing
(Sports; Data Augmentation, Debiasing)

Interpretable Two-Stage Action Quality Assessment Via 3D Human Pose Estimation and Dynamic Feature Alignment
(Sports; Interpretable Feedback, Pose, TaiChi)

Dual-referenced assistive network for action quality assessment

Learning Referee Evaluation and Assessing Action Quality from Coarse to Fine in Diving Sport
(Sports; Diving, Contrastive AQA)

I3D-AE-LSTM: A 2-Stream Autoencoder for Action Quality Assessment Using A Newly Created Cricket Batsman Video Dataset
(Sports; Cricket)

UJ-AQA-CricketVision
RGB, Skeleton

Finecausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment
(Sports; Interpretable Feedback, Causality, Contrastive AQA)

Scene-Aware Contrastive Regression for Multi-Person Action Quality Assessment
(Sports; Contrastive AQA, Multi-Person AQA)

MELO
RGB, Skeleton

FLEX: A Large-Scale Multi-Modal Multi-Action Dataset for Fitness Action Quality Assessment
(Sports; Multi-Modal AQA, Weight Lifting)

FLEX
RGB, 3D Pose, sEMG, Physiological

Continual Action Quality Assessment Via Adaptive Manifold-Aligned Graph Regularization
(Sports; Continual AQA)

Fineskiing: A Fine-Grained Benchmark for Skiing Action Quality Assessment
(Sports; Interpretable Feedback)

FineSkiing
RGB

Explainable Action Form Assessment by Exploiting Multimodal Chain-Of-Thoughts Reasoning
(Sports; Interpretable Feedback, Foundation Model, Multi-Modal AQA)

CoT-AFA
RGB, Text

Attention-Driven Multimodal Alignment for Long-Term Action Quality Assessment
(Sports; Multi-Modal AQA, Long-Term AQA)

Vaqa-SS: Vision-Based Action Quality Assessment for Style-Based Skiing
(Sports; Skiing)

Skiing-6
RGB, Skeleton

Adaptive Frequency-Aware Network for Action Quality Assessment
(Sports; Baduanjin)

BDJ
RGB

Enhancing Long-Term Action Quality Assessment: A Dual-Modality Dataset and Causal Cross-Modal Framework for Trampoline Gymnastics
(Sports; Multi-Modal AQA, Causality, Trampoline)

Trampoline-AQA
RGB, Optical Flow

EgoExoLearn: A Dataset for Bridging Asynchronous Ego-And Exo-Centric View of Procedural Activities in Real World
(Sports; Egocentric)

EgoExoLearn
RGB, Gaze

FineParser: A Fine-Grained Spatio-Temporal Action Parser for Human-Centric Action Quality Assessment
(Sports; Contrastive AQA)

FineDiving-HM
RGB

Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
(Sports; Multi-Modal AQA, Narrative Action Evaluation, Video Captioning, MTL-AQA (re-annotated), FineGym (re-annotated))

GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
(Sports; AIGC AQA, Benchmark)

GAIA
RGB, Text

LucidAction: A Hierarchical and Multi-Model Dataset for Comprehensive Action Quality Assessment
(Sports; Multi-Modal AQA, Multi-View, Curriculum Learning)

LucidAction
RGB, Skeleton

Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis
(Sports; Instructional Video, Weak Supervision)

Dancemvp: Self-Supervised Learning for Multi-Task Primitive-Based Dance Performance Assessment Via Transformer Text Prompting
(Skill Assessment; Dance, Multi-Modal AQA)

2M-AF: A Strong Multi-Modality Framework for Human Action Quality Assessment with Self-Supervised Representation Learning
(Sports; Multi-Modal AQA, Self-Supervised)

EGCN++: A New Fusion Strategy for Ensemble Learning in Skeleton-Based Rehabilitation Exercise Assessment
(Healthcare; Rehabilitation, GCN)

Procedure-Aware Action Quality Assessment: Datasets and Performance Evaluation
(Sports)

FineDiving+
RGB

Multimodal Action Quality Assessment
(Sports; Multi-Modal AQA, Audio-Visual, Fusion)

Self-Supervised Sub-Action Parsing Network for Semi-Supervised Action Quality Assessment
(Sports; Semi-Supervised AQA)

Adaptive Stage-Aware Assessment Skill Transfer for Skill Determination
(Skill Assessment; Skill Transfer)

EgoExo-Fitness: Towards Egocentric and Exocentric Full-Body Action Understanding
(Sports; Egocentric AQA)

EgoExo-Fitness
RGB

MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
(Sports; Continual AQA, Benchmark)

RICA2: Rubric-Informed, Calibrated Assessment of Actions
(Skill Assessment; Interpretable Feedback, Uncertainty)

Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment
(Skill Assessment; Semi-Supervised AQA)

Vision-Language Action Knowledge Learning for Semantic-Aware Action Quality Assessment
(Sports; Multi-Modal AQA)

Cofinal: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment
(Sports; Instruction-Tuning, Domain Shift, Long-Term AQA)

Multi-Stage Contrastive Regression for Action Quality Assessment
(Sports; Contrastive AQA, Multi-Stage Modeling)

Which Is the Better Teacher Action? A New Ranking Model and Dataset
(Skill Assessment; Ranking, Teaching)

Continual Action Assessment Via Task-Consistent Score-Discriminative Feature Distribution Modeling
(Sports; Continual AQA)

Kinematic Diversity and Rhythmic Alignment in Choreographic Quality Transformers for Dance Quality Assessment
(Skill Assessment; Dance, Multi-Modal AQA)

OptiTrack
RGB, Skeleton, Audio

Interpretable Long-Term Action Quality Assessment
(Sports; Interpretable Feedback, Long-Term AQA)

An Attention-Based Adaptive Spatial--Temporal Graph Convolutional Network for Long-Video Ergonomic Risk Assessment
(Skill Assessment; Ergonomics, GCN)

PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessment
(Skill Assessment; Continual AQA, Parameter-Efficient Fine-Tuning, Self-Supervised Pretraining, Domain Shift, Adapter)

PD4T
RGB

FineRehab: A Multi-Modality and Multi-Task Dataset for Rehabilitation Analysis
(Healthcare; Multi-Modal AQA)

FineRehab
RGB-D, IMU

Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment
(Sports; Interpretable Feedback, Neuro-Symbolic, Diving, Temporal Segmentation, Action Recognition)

An Expert-Knowledge-Based Graph Convolutional Network for Skeleton-Based Physical Rehabilitation Exercises Assessment
(Healthcare; Rehabilitation, GCN)

Automatic Assessment of Upper Extremity Function and Mobile Application for Self-Administered Stroke Rehabilitation
(Healthcare; Rehabilitation, Multi-Modal AQA)

Two-Path Target-Aware Contrastive Regression for Action Quality Assessment
(Sports; Contrastive AQA)

Auto-Encoding Score Distribution Regression for Action Quality Assessment
(Sports; Uncertainty)

LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
(Sports; Multi-Modal AQA, Long-Term AQA, Multi-Person AQA)

LOGO
RGB, Formation

Skating-Mixer: Long-Term Sport Audio-Visual Modeling with Mlps
(Sports; Multi-Modal AQA, Figure Skating)

FS1000
RGB, Audio

A Figure Skating Jumping Dataset for Replay-Guided Action Quality Assessment
(Sports)

RFSJ
RGB, Multi-View

Localization-Assisted Uncertainty Score Disentanglement Network for Action Quality Assessment
(Sports; Multi-Modal AQA, Figure Skating)

FineFS
RGB, Skeleton

Automatic Modelling for Interactive Action Assessment
(Healthcare; Rehabilitation, Interactive Assessment)

Fine-Grained Spatio-Temporal Parsing Network for Action Quality Assessment
(Sports; Fine-Grained AQA)

Learning Semantics-Guided Representations for Scoring Figure Skating
(Sports; Figure Skating, Multi-Modal AQA)

OlympicFS
RGB, Text

A Video-Based Augmented Reality System for Human-In-The-Loop Muscle Strength Assessment of Juvenile Dermatomyositis
(Healthcare; Human-in-the-Loop)

JDM
RGB

Sedskill: Surgical Events Driven Method for Skill Assessment from Thoracoscopic Surgical Videos
(Skill Assessment; Surgical AQA, Event-Driven)

MVR
RGB

Attention-Guided Deep Learning Framework for Movement Quality Assessment
(Healthcare; Rehabilitation, Attention)

Contrastive Self-Supervised Learning for Automated Multi-Modal Dance Performance Assessment
(Skill Assessment; Multi-Modal AQA, Dance, Contrastive AQA)

Hierarchical Graph Convolutional Networks for Action Quality Assessment
(Sports; GCN Hierarchical Modeling)

Portable Vision-Based Gait Assessment for Post-Stroke Rehabilitation Using an Attention-Based Lightweight CNN
(Healthcare; Gait Assessment, Rehabilitation)

A Contrastive Learning Network for Performance Metric and Assessment of Physical Rehabilitation Exercises
(Healthcare; Rehabilitation, Contrastive AQA)

A Skeleton-Based Rehabilitation Exercise Assessment System with Rotation Invariance
(Healthcare; Rehabilitation, Rotation Invariance)

Improving Action Quality Assessment with Across-Staged Temporal Reasoning on Imbalanced Data
(Sports; Diving, Temporal Reasoning)

Label-Reconstruction-Based Pseudo-Subscore Learning for Action Quality Assessment in Sporting Events
(Sports; Pseudo-Subscore)

Multi-Skeleton Structures Graph Convolutional Network for Action Quality Assessment in Long Videos
(Sports; Figure Skating, Skeleton AQA)

FineDiving: A Fine-Grained Dataset for Procedure-Aware Action Quality Assessment
(Sports)

FineDiving
RGB

Likert Scoring with Grade Decoupling for Long-Term Action Assessment
(Sports; Long-Term AQA)

Adaptive Action Assessment
(Sports; Adaptive AQA, Graph-Based AQA)

Action Quality Assessment with Temporal Parsing Transformer
(Sports; Transformer)

Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment
(Sports; Self-Supervised AQA)

Fitness-AQA
RGB, Motion

Pairwise Contrastive Learning Network for Action Quality Assessment
(Sports; Contrastive AQA)

Surgical Skill Assessment Via Video Semantic Aggregation
(Skill Assessment; Surgical AQA, Semantic Aggregation)

Video-Based Surgical Skills Assessment Using Long Term Tool Tracking
(Skill Assessment; Surgical AQA)

EGCN: An Ensemble-Based Learning Framework for Exploring Effective Skeleton-Based Rehabilitation Exercise Assessment
(Healthcare; Rehabilitation, Skeleton AQA, Ensemble)

Semi-Supervised Action Quality Assessment with Self-Supervised Segment Feature Recovery
(Sports; Semi-Supervised AQA)

Skeleton-Based Action Quality Assessment Via Partially Connected LSTM with Triplet Losses
(Sports; Tai Chi, Skeleton AQA)

Skeleton-Based Deep Pose Feature Learning for Action Quality Assessment on Figure Skating Videos
(Sports; Figure Skating, Pose-Based AQA)

Graph Convolutional Networks for Assessment of Physical Rehabilitation Exercises
(Healthcare; Rehabilitation, Skeleton AQA)

Tai Chi Action Quality Assessment and Visual Analysis with A Consumer RGB-D Camera
(Sports; Tai Chi)

TaiChi-24
RGB-D, Skeleton

Aifit: Automatic 3D Human-Interpretable Feedback Models for Fitness Training
(Healthcare; Interpretable Feedback, Multi-Modal AQA)

Fit3D
RGB, 3D Pose

Towards Unified Surgical Skill Assessment
(Skill Assessment; Surgical AQA)

Group-Aware Contrastive Regression for Action Quality Assessment
(Sports; Contrastive AQA)

TSA-Net: Tube Self-Attention Network for Action Quality Assessment
(Sports)

FR-FS
RGB, Mask

Action Quality Assessment Using Siamese Network-Based Deep Metric Learning
(Sports; Siamese AQA, Metric Learning)

Skeleton-Based Human Action Evaluation Using Graph Convolutional Network for Monitoring Alzheimer’s Progression
(Healthcare; Rehabilitation, Alzheimer's)

Learning and Fusing Multiple Hidden Substages for Action Quality Assessment
(Sports; Temporal Modeling, Substage Modeling)

Action Quality Assessment with Ignoring Scene Context
(Sports; Adversarial AQA, Scene-Invariant AQA)

EAGLE-EYE: Extreme-Pose Action Grader Using Detail Bird's-Eye View
(Sports; Figure Skating, Gymnastics, Multi-Stream AQA)

Piano Skills Assessment
(Skill Assessment; Piano, Multi-Modal AQA)

PISA
RGB, Audio

Uncertainty-Aware Score Distribution Learning for Action Quality Assessment
(Sports; Uncertainty, Multi-Modal Score)

Hybrid Dynamic-Static Context-Aware Attention Network for Action Assessment in Long Videos
(Sports; Long-Term AQA)

Rhythmic Gymnastics
RGB, Pose

An Asymmetric Modeling for Action Assessment
(Sports; Asymmetric Interaction)

TASD-2
RGB

Towards Accurate and Interpretable Surgical Skill Assessment: A Video-Based Method Incorporating Recognized Surgical Gestures and Skill Levels
(Skill Assessment; Interpretable Feedback, Surgical AQA)

Learning to Score Figure Skating Sport Videos
(Sports; Figure Skating)

Fis-V
RGB

Assessing Action Quality Via Attentive Spatio-Temporal Convolutional Networks
(Sports; Attention)

Efficient and Robust Skeleton-Based Quality Assessment and Abnormality Detection in Human Action Performance
(Healthcare; Abnormality Detection)

A Deep Learning Framework for Assessing Physical Rehabilitation Exercises
(Healthcare; Rehabilitation)

The Pros and Cons: Rank-Aware Temporal Attention for Skill Determination in Long Videos
(Skill Assessment; Ranking)

BEST
RGB

What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
(Sports; Multitask Learning, Diving)

MTL-AQA
RGB

Action Assessment by Joint Relation Graphs
(Sports; Pose, Graph)

Manipulation-Skill Assessment from Videos with Spatial Attention Network
(Skill Assessment; Attention, Manipulation)

Surgical Skill Assessment on In-Vivo Clinical Data Via the Clearness of Operating Field
(Healthcare; Surgical AQA)

Scoringnet: Learning Key Fragment for Action Quality Assessment with Ranking Loss in Skilled Sports
(Skill Assessment; Key Fragments)

Action Quality Assessment across Multiple Actions
(Sports; Multi-Action Dataset)

AQA-7
RGB

The Kimore Dataset: Kinematic Assessment of Movement and Clinical Scores for Remote Monitoring of Physical Rehabilitation
(Healthcare)

KIMORE
RGB-D, Skeleton

Who's Better? Who's Best? Pairwise Deep Ranking for Skill Determination
(Skill Assessment; Ranking)

S3D: Stacking Segmental P3D for Action Quality Assessment
(Sports; Diving)

Am I A Baller? Basketball Performance Assessment from First-Person Videos
(Sports; Basketball, Egocentric AQA)

Learning to Score Olympic Events
(Sports; Diving, Vault, Figure Skating)

Relative Hidden Markov Models for Video-Based Evaluation of Motion Skills in Surgical Training
(Skill Assessment; Surgical AQA, Hidden Markov Model)

Assessing the Quality of Actions
(Sports; Diving, Vault)

JHU-ISI Gesture and Skill Assessment Working Set (JIGSAWS): A Surgical Activity Dataset for Human Motion Modeling
(Skill Assessment)

JIGSAWS
RGB, Kinematics

Total entries: 157

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</reference>

<statements>
1. In the benchmark dataset comparison, TaiChi-AQA is listed as a benchmark dataset for action quality assessment.
2. TaiChi-AQA uses RGB video and 3D skeletal pose sequences as input modalities.
</statements>

Begin the assessment now. Output only the JSON list, without any conversational text or explanations.