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Action Quality Assessment datasets

archive 2025-07-28

9 datasets carry the task tag "Action Quality Assessment" (the task itself: Action Quality Assessment), ordered by the archive's paper count. Page 1 of 1: 9 shown of 9. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Action Quality Assessment 9

Action Quality Assessment datasets 1–9 of 9

JIGSAWS (JHU-ISI Gesture and Skill Assessment Working Set)
The JHU-ISI Gesture and Skill Assessment Working Set (JIGSAWS) is a surgical activity dataset for human motion modeling.
VideosAction SegmentationAction Quality AssessmentSurgical Skills Evaluation
105 papers · 3 benchmarks
MTL-AQA
A new multitask action quality assessment (AQA) dataset, the largest to date, comprising of more than 1600 diving samples; contains detailed annotations for fine-grained action recognition, commentary generation, and estimating the AQA…
VideosTextsAudioAction RecognitionAction Recognition In VideosVideo UnderstandingVideo CaptioningMulti-Task LearningAction Quality Assessment+6 tasks
33 papers · 2 benchmarks
FineDiving
We construct a fine-grained video dataset organized by both semantic and temporal structures, where each structure contains two-level annotations.
Action Quality Assessment
23 papers · 1 benchmark
AQA-7
Consists of 1106 action samples from seven actions with quality scores as measured by expert human judges.
VideosAudioMulti-Task LearningAction Quality AssessmentSkills AssessmentSkills Evaluation
20 papers · 1 benchmark
EgoExoLearn
EgoExoLearn is a fascinating dataset designed to bridge the gap between egocentric and exocentric views of procedural activities.
Action RecognitionVideo RetrievalVideo CaptioningAction SegmentationAction Quality AssessmentAction Anticipation+1 tasks
12 papers · 3 benchmarks
UI-PRMD (University of Idaho – Physical Rehabilitation Movement Dataset)
UI-PRMD is a data set of movements related to common exercises performed by patients in physical therapy and rehabilitation programs.
BiomedicalTime seriesActionsAction Quality AssessmentAction Assessment
10 papers · 2 benchmarks
Fitness-AQA (Fitness Action Quality Assessment [ECCV 2022])
Largest, first-of-its-kind, in-the-wild, fine-grained workout/exercise posture analysis dataset, covering three different exercises: BackSquat, Barbell Row, and Overhead Press.
ImagesVideosPose EstimationAction Recognition3D Action Recognition2D Human Pose EstimationVideo UnderstandingAction Quality Assessment+5 tasks
3 papers · 0 benchmarks
Rhythmic Gymnastic
The Rhythmic Gymnastics dataset contains videos of four different types of gymnastics routines: ball, clubs, hoop and ribbon.
VideosAction Quality Assessment
2 papers · 1 benchmark
Multimodal PISA (Multimodal Piano Skills Assessment)
Dataset for multimodal skills assessment focusing on assessing piano player’s skill level.
VideosAudioAudio ClassificationMultimodal Deep LearningVideo ClassificationAction Quality AssessmentSkills AssessmentSkills Evaluation+1 tasks
1 paper · 3 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.