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MCMOE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessment (Sports; Multi-Modal AQA, Incomplete Multi-Modal Learning) |
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BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment (Skill Assessment; Multi-Modal AQA, Continual Learning, Modality Imbalance) |
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LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations (Sports; Multi-Modal AQA, Incomplete Multimodal Learning, LLM) |
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Two-Stage Multi-Modal Fusion with Adaptive Alignment for Action Quality Assessment (Sports; Multi-Modal AQA, Adaptive Alignment) |
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MM-JDM
RGB |
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UIL-AQA: Uncertainty-Aware Clip-Level Interpretable Action Quality Assessment (Sports; Interpretable Feedback, Uncertainty, Long-Term AQA, Transformer) |
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LIBS: Instructional Action Quality Assessment via Supervoxel-Based Fine-Grained Attribution (Skill Assessment; Instructional AQA, Interpretable Feedback, Supervoxels) |
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Vision-Language Collaborative Representation Learning for Action Quality Assessment (Sports; Vision-Language, Collaboration Learning, Knowledge Distillation, Contrastive Learning) |
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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) |
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Interaction-aware representation learning for action quality assessment in freestyle skiing big air (Sports; Freestyle Skiing, Human-Object Interaction) |
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STAR Block: Adaptive spatio-temporal recalibration for action quality assessment (Sports) |
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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) |
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MN-AQA: Multi-stage neuro-symbolic action quality assessment for explainable diving scoring (Sports; Diving, Explainable AQA, Neuro-Symbolic, Multi-Stage) |
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SkillNet: Human Actions Assessment via Human-AI Collaboration (Skill Assessment; Human-AI Collaboration) |
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A Contrastive Video Language Multimodal Method for Teacher Action Quality Assessment (Skill Assessment; Multi-Modal AQA, Contrastive Learning, Teaching) |
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TAQA
RGB |
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PIDNet: Progressive Implicit Decouple Network for Multimodal Action Quality Assessment (Sports; Multi-Modal AQA) |
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TaiChi-AQA: A Dataset and Framework for Action Quality Assessment and Visual Analysis (Sports) |
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TaiChi-AQA
RGB |
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TechCoach: Towards Technical-Point-Aware Descriptive Action Coaching (Sports; Interpretable Feedback, Action Coaching, DescCoach) |
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EE4D-DescCoach
RGB |
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Towards Cross-View Multimodality Action Quality Assessment for Traditional Chinese Medicine Physical Therapy (Medical Rehabilitation; Multi-Modal AQA, Cross-View AQA, Traditional Chinese Medicine, Physical Therapy) |
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TCM-AQA61-A
RGB
TCM-AQA61-T
Skeleton |
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CaFlow: Enhancing Long-Term Action Quality Assessment with Causal Counterfactual Flow (Sports; Causality, Long-Term AQA) |
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ProSkill: Segment-Level Skill Assessment in Procedural Videos (Skill Assessment; Procedural Videos, Action-Level Skill Assessment) |
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ProSKILL
RGB |
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DanceFix: An Exploration in Group Dance Neatness Assessment through Fixing Abnormal Challenges of Human Pose (Skill Assessment; Dance, Multi-Modal AQA) |
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DNV
RGB |
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Human-Activity AGV Quality Assessment: A Benchmark Dataset and an Objective Evaluation Metric (Sports) |
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Human-AGVQA
RGB |
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BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation (Skill Assessment; Basketball) |
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BASKET
RGB |
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ExpertAF: Expert Actionable Feedback from Video (Sports; Interpretable Feedback, Multi-Modal AQA, Foundation Model) |
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Language-Guided Audio-Visual Learning for Long-Term Sports Assessment (Sports; Multi-Modal AQA, Long-Term AQA) |
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Achieving Procedure-Aware Instructional Video Correlation Learning under Weak Supervision from A Collaborative Perspective (Sports; Contrastive AQA) |
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Learning Skill-Attributes for Transferable Assessment in Video (Skill Assessment; Multi-Modal AQA, Foundation Model) |
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Action Quality Assessment Via Hierarchical Pose-Guided Multi-Stage Contrastive Regression (Sports; Contrastive AQA) |
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FineDiving-Pose
RGB |
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PHI: Bridging Domain Shift in Long-Term Action Quality Assessment Via Progressive Hierarchical Instruction (Sports; Domain Shift, Long-Term AQA) |
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Comprehensive Action Quality Assessment through Multi-Branch Modeling (Sports; Multi-Modal AQA) |
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Quality-Guided Vision-Language Learning for Long-Term Action Quality Assessment (Sports; Multi-Modal AQA, Long-Term AQA) |
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Human-Centric Fine-Grained Action Quality Assessment (Sports; Multi-Modal AQA, Contrastive AQA) |
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AQA-7-HM
RGB
MTL-AQA-HM
Mask |
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A Teacher Action Quality Assessment Method Based on Label Constraint Strategy (Skill Assessment; Contrastive Learning, Teaching) |
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TTAQA
RGB |
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Decoupling Representations with Quantized Vectors for Semi-Supervised Action Quality Assessment (Sports; Semi-Supervised AQA) |
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Adaptive Spatiotemporal Graph Transformer Network for Action Quality Assessment (Sports; GNN, Long-Term AQA) |
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Pose-Guided Transformer for Fine-Grained Action Quality Assessment (Sports; Pose, Fine-Grained AQA) |
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Rhythmer: Ranking-Based Skill Assessment with Rhythm-Aware Transformer (Skill Assessment; Ranking) |
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Visual-Semantic Alignment Temporal Parsing for Action Quality Assessment (Sports; Multi-Modal AQA) |
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Scaled Background Swap: Video Augmentation for Action Quality Assessment with Background Debiasing (Sports; Data Augmentation, Debiasing) |
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Adaptive Frequency-Aware Network for Action Quality Assessment (Sports; Baduanjin) |
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BDJ
RGB |
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Interpretable Two-Stage Action Quality Assessment Via 3D Human Pose Estimation and Dynamic Feature Alignment (Sports; Interpretable Feedback, Pose, TaiChi) |
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Scene-Aware Contrastive Regression for Multi-Person Action Quality Assessment (Sports; Contrastive AQA, Multi-Person AQA) |
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MELO
RGB |
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FLEX: A Large-Scale Multi-Modal Multi-Action Dataset for Fitness Action Quality Assessment (Sports; Multi-Modal AQA, Weight Lifting) |
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FLEX
RGB |
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Continual Action Quality Assessment Via Adaptive Manifold-Aligned Graph Regularization (Sports; Continual AQA) |
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Fineskiing: A Fine-Grained Benchmark for Skiing Action Quality Assessment (Sports; Interpretable Feedback) |
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FineSkiing
RGB |
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SkillSight: Efficient First-Person Skill Assessment with Gaze (Skill Assessment) |
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Explainable Action Form Assessment by Exploiting Multimodal Chain-Of-Thoughts Reasoning (Sports; Interpretable Feedback, Foundation Model, Multi-Modal AQA) |
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CoT-AFA
RGB |
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Attention-Driven Multimodal Alignment for Long-Term Action Quality Assessment (Sports; Multi-Modal AQA, Long-Term AQA) |
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Finecausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment (Sports; Interpretable Feedback, Causality, Contrastive AQA) |
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Vaqa-SS: Vision-Based Action Quality Assessment for Style-Based Skiing (Sports; Skiing) |
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Skiing-6
RGB |
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Learning Referee Evaluation and Assessing Action Quality from Coarse to Fine in Diving Sport (Sports; Diving, Contrastive AQA) |
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Enhancing Long-Term Action Quality Assessment: A Dual-Modality Dataset and Causal Cross-Modal Framework for Trampoline Gymnastics (Sports; Multi-Modal AQA, Causality, Trampoline) |
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Trampoline-AQA
RGB |
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I3D-AE-LSTM: A 2-Stream Autoencoder for Action Quality Assessment Using A Newly Created Cricket Batsman Video Dataset (Sports; Cricket) |
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UJ-AQA-CricketVision
RGB |
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Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis (Sports; Instructional Video, Weak Supervision) |
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Dancemvp: Self-Supervised Learning for Multi-Task Primitive-Based Dance Performance Assessment Via Transformer Text Prompting (Skill Assessment; Dance, Multi-Modal AQA) |
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2M-AF: A Strong Multi-Modality Framework for Human Action Quality Assessment with Self-Supervised Representation Learning (Sports; Multi-Modal AQA, Self-Supervised) |
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EgoExoLearn: A Dataset for Bridging Asynchronous Ego-And Exo-Centric View of Procedural Activities in Real World (Sports; Egocentric) |
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EgoExoLearn
RGB |
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FineParser: A Fine-Grained Spatio-Temporal Action Parser for Human-Centric Action Quality Assessment (Sports; Contrastive AQA) |
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FineDiving-HM |
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Narrative Action Evaluation with Prompt-Guided Multimodal Interaction (Sports; Multi-Modal AQA, Narrative Action Evaluation, Video Captioning, MTL-AQA (re-annotated), FineGym (re-annotated)) |
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Procedure-Aware Action Quality Assessment: Datasets and Performance Evaluation (Sports) |
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FineDiving+
RGB |
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GAIA: Rethinking Action Quality Assessment for AI-Generated Videos (Sports; AIGC AQA, Benchmark) |
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GAIA
RGB |
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LucidAction: A Hierarchical and Multi-Model Dataset for Comprehensive Action Quality Assessment (Sports; Multi-Modal AQA, Multi-View, Curriculum Learning) |
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LucidAction
RGB |
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Multimodal Action Quality Assessment (Sports; Multi-Modal AQA, Audio-Visual, Fusion) |
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Self-Supervised Sub-Action Parsing Network for Semi-Supervised Action Quality Assessment (Sports; Semi-Supervised AQA) |
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Adaptive Stage-Aware Assessment Skill Transfer for Skill Determination (Skill Assessment; Skill Transfer) |
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EGCN++: A New Fusion Strategy for Ensemble Learning in Skeleton-Based Rehabilitation Exercise Assessment (Healthcare; Rehabilitation, GCN) |
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EgoExo-Fitness: Towards Egocentric and Exocentric Full-Body Action Understanding (Sports; Egocentric AQA) |
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EgoExo-Fitness
RGB |
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MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment (Sports; Continual AQA, Benchmark) |
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RICA2: Rubric-Informed, Calibrated Assessment of Actions (Skill Assessment; Interpretable Feedback, Uncertainty) |
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Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment (Skill Assessment; Semi-Supervised AQA) |
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Vision-Language Action Knowledge Learning for Semantic-Aware Action Quality Assessment (Sports; Multi-Modal AQA) |
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Multi-Stage Contrastive Regression for Action Quality Assessment (Sports; Contrastive AQA, Multi-Stage Modeling) |
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Which Is the Better Teacher Action? A New Ranking Model and Dataset (Skill Assessment; Ranking, Teaching) |
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Cofinal: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment (Sports; Instruction-Tuning, Domain Shift, Long-Term AQA) |
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Continual Action Assessment Via Task-Consistent Score-Discriminative Feature Distribution Modeling (Sports; Continual AQA) |
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Kinematic Diversity and Rhythmic Alignment in Choreographic Quality Transformers for Dance Quality Assessment (Skill Assessment; Dance, Multi-Modal AQA) |
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OptiTrack
RGB |
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Interpretable Long-Term Action Quality Assessment (Sports; Interpretable Feedback, Long-Term AQA) |
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An Attention-Based Adaptive Spatial--Temporal Graph Convolutional Network for Long-Video Ergonomic Risk Assessment (Skill Assessment; Ergonomics, GCN) |
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FineRehab: A Multi-Modality and Multi-Task Dataset for Rehabilitation Analysis (Healthcare; Multi-Modal AQA) |
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FineRehab
RGB-D |
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Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment (Sports; Interpretable Feedback, Neuro-Symbolic, Diving, Temporal Segmentation, Action Recognition) |
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Two-Path Target-Aware Contrastive Regression for Action Quality Assessment (Sports; Contrastive AQA) |
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Auto-Encoding Score Distribution Regression for Action Quality Assessment (Sports; Uncertainty) |
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An Expert-Knowledge-Based Graph Convolutional Network for Skeleton-Based Physical Rehabilitation Exercises Assessment (Healthcare; Rehabilitation, GCN) |
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Automatic Assessment of Upper Extremity Function and Mobile Application for Self-Administered Stroke Rehabilitation (Healthcare; Rehabilitation, Multi-Modal AQA) |
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PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessment (Skill Assessment; Continual AQA, Parameter-Efficient Fine-Tuning, Self-Supervised Pretraining, Domain Shift, Adapter) |
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PD4T
RGB |
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Skating-Mixer: Long-Term Sport Audio-Visual Modeling with Mlps (Sports; Multi-Modal AQA, Figure Skating) |
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FS1000
RGB |
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A Figure Skating Jumping Dataset for Replay-Guided Action Quality Assessment (Sports) |
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RFSJ
RGB |
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Localization-Assisted Uncertainty Score Disentanglement Network for Action Quality Assessment (Sports; Multi-Modal AQA, Figure Skating) |
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FineFS
RGB |
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LOGO: A Long-Form Video Dataset for Group Action Quality Assessment (Sports; Multi-Modal AQA, Long-Term AQA, Multi-Person AQA) |
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LOGO
RGB |
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Automatic Modelling for Interactive Action Assessment (Healthcare) |
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Fine-Grained Spatio-Temporal Parsing Network for Action Quality Assessment (Sports; Fine-Grained AQA) |
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Learning Semantics-Guided Representations for Scoring Figure Skating (Sports; Figure Skating, Multi-Modal AQA) |
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OlympicFS
RGB |
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A Video-Based Augmented Reality System for Human-In-The-Loop Muscle Strength Assessment of Juvenile Dermatomyositis (Healthcare; Human-in-the-Loop) |
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JDM
RGB |
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Attention-Guided Deep Learning Framework for Movement Quality Assessment (Healthcare; Rehabilitation, Attention) |
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Contrastive Self-Supervised Learning for Automated Multi-Modal Dance Performance Assessment (Skill Assessment; Multi-Modal AQA, Dance, Contrastive AQA) |
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Sedskill: Surgical Events Driven Method for Skill Assessment from Thoracoscopic Surgical Videos (Skill Assessment; Surgical AQA, Event-Driven) |
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MVR
RGB |
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Hierarchical Graph Convolutional Networks for Action Quality Assessment (Sports; GCN Hierarchical Modeling) |
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Portable Vision-Based Gait Assessment for Post-Stroke Rehabilitation Using an Attention-Based Lightweight CNN (Healthcare; Gait Assessment, Rehabilitation) |
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Improving Action Quality Assessment with Across-Staged Temporal Reasoning on Imbalanced Data (Sports; Diving, Temporal Reasoning) |
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Label-Reconstruction-Based Pseudo-Subscore Learning for Action Quality Assessment in Sporting Events (Sports; Pseudo-Subscore) |
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Multi-Skeleton Structures Graph Convolutional Network for Action Quality Assessment in Long Videos (Sports; Figure Skating, Skeleton AQA) |
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A Contrastive Learning Network for Performance Metric and Assessment of Physical Rehabilitation Exercises (Healthcare; Rehabilitation, Contrastive AQA) |
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A Skeleton-Based Rehabilitation Exercise Assessment System with Rotation Invariance (Healthcare; Rehabilitation, Rotation Invariance) |
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FineDiving: A Fine-Grained Dataset for Procedure-Aware Action Quality Assessment (Sports) |
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FineDiving
RGB |
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Likert Scoring with Grade Decoupling for Long-Term Action Assessment (Sports; Long-Term AQA) |
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Adaptive Action Assessment (Sports; Adaptive AQA, Graph-Based AQA) |
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Action Quality Assessment with Temporal Parsing Transformer (Sports; Transformer) |
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Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment (Sports; Self-Supervised AQA) |
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Fitness-AQA
RGB |
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Pairwise Contrastive Learning Network for Action Quality Assessment (Sports; Contrastive AQA) |
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EGCN: An Ensemble-Based Learning Framework for Exploring Effective Skeleton-Based Rehabilitation Exercise Assessment (Healthcare; Rehabilitation, Skeleton AQA, Ensemble) |
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Surgical Skill Assessment Via Video Semantic Aggregation (Skill Assessment; Surgical AQA, Semantic Aggregation) |
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Video-Based Surgical Skills Assessment Using Long Term Tool Tracking (Skill Assessment; Surgical AQA) |
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Semi-Supervised Action Quality Assessment with Self-Supervised Segment Feature Recovery (Sports; Semi-Supervised AQA) |
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Skeleton-Based Deep Pose Feature Learning for Action Quality Assessment on Figure Skating Videos (Sports; Figure Skating, Pose-Based AQA) |
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Skeleton-Based Action Quality Assessment Via Partially Connected LSTM with Triplet Losses (Sports; Tai Chi, Skeleton AQA) |
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Tai Chi Action Quality Assessment and Visual Analysis with A Consumer RGB-D Camera (Sports; Tai Chi) |
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TaiChi-24
RGB-D |
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Graph Convolutional Networks for Assessment of Physical Rehabilitation Exercises (Healthcare; Rehabilitation, Skeleton AQA) |
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TSA-Net: Tube Self-Attention Network for Action Quality Assessment (Sports) |
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FR-FS
RGB |
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Aifit: Automatic 3D Human-Interpretable Feedback Models for Fitness Training (Healthcare; Interpretable Feedback, Multi-Modal AQA) |
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Fit3D
RGB |
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Towards Unified Surgical Skill Assessment (Skill Assessment) |
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Group-Aware Contrastive Regression for Action Quality Assessment (Sports; Contrastive AQA) |
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Skeleton-Based Human Action Evaluation Using Graph Convolutional Network for Monitoring Alzheimer’s Progression (Healthcare; Rehabilitation, Alzheimer's) |
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Action Quality Assessment Using Siamese Network-Based Deep Metric Learning (Sports; Siamese AQA, Metric Learning) |
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Action Quality Assessment with Ignoring Scene Context (Sports; Adversarial AQA, Scene-Invariant AQA) |
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Learning and Fusing Multiple Hidden Substages for Action Quality Assessment (Sports) |
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Piano Skills Assessment (Skill Assessment; Piano, Multi-Modal AQA) |
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PISA
RGB |
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EAGLE-EYE: Extreme-Pose Action Grader Using Detail Bird's-Eye View (Sports; Figure Skating, Gymnastics, Multi-Stream AQA) |
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Hybrid Dynamic-Static Context-Aware Attention Network for Action Assessment in Long Videos (Sports; Long-Term AQA) |
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Rhythmic Gymnastics
RGB |
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Uncertainty-Aware Score Distribution Learning for Action Quality Assessment (Sports; Uncertainty, Multi-Modal Score) |
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An Asymmetric Modeling for Action Assessment (Sports; Asymmetric Interaction) |
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TASD-2
RGB |
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Towards Accurate and Interpretable Surgical Skill Assessment: A Video-Based Method Incorporating Recognized Surgical Gestures and Skill Levels (Skill Assessment; Interpretable Feedback, Surgical AQA) |
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Efficient and Robust Skeleton-Based Quality Assessment and Abnormality Detection in Human Action Performance (Healthcare; Abnormality Detection) |
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Assessing Action Quality Via Attentive Spatio-Temporal Convolutional Networks (Sports; Attention) |
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A Deep Learning Framework for Assessing Physical Rehabilitation Exercises (Healthcare; Rehabilitation) |
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The Pros and Cons: Rank-Aware Temporal Attention for Skill Determination in Long Videos (Skill Assessment; Ranking) |
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BEST
RGB |
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What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment (Sports; Multitask Learning, Diving) |
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MTL-AQA
RGB |
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Action Assessment by Joint Relation Graphs (Sports; Pose, Graph) |
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Manipulation-Skill Assessment from Videos with Spatial Attention Network (Skill Assessment; Attention, Manipulation) |
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Surgical Skill Assessment on In-Vivo Clinical Data Via the Clearness of Operating Field (Healthcare; Surgical AQA) |
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Learning to Score Figure Skating Sport Videos (Sports; Figure Skating) |
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Fis-V
RGB |
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Scoringnet: Learning Key Fragment for Action Quality Assessment with Ranking Loss in Skilled Sports (Skill Assessment; Key Fragments) |
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The Kimore Dataset: Kinematic Assessment of Movement and Clinical Scores for Remote Monitoring of Physical Rehabilitation (Healthcare) |
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KIMORE
RGB-D |
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Action Quality Assessment across Multiple Actions (Sports; Multi-Action Dataset) |
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AQA-7
RGB |
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Who's Better? Who's Best? Pairwise Deep Ranking for Skill Determination (Skill Assessment; Ranking) |
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S3D: Stacking Segmental P3D for Action Quality Assessment (Sports; Diving) |
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Am I A Baller? Basketball Performance Assessment from First-Person Videos (Sports; Basketball, Egocentric AQA) |
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Learning to Score Olympic Events (Sports; Diving, Vault, Figure Skating) |
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Relative Hidden Markov Models for Video-Based Evaluation of Motion Skills in Surgical Training (Skill Assessment) |
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Assessing the Quality of Actions (Sports; Diving, Vault) |
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JHU-ISI Gesture and Skill Assessment Working Set (JIGSAWS): A Surgical Activity Dataset for Human Motion Modeling (Skill Assessment) |
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JIGSAWS
RGB |
