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Paper Citation Record · LEDGER

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

As of 12 August 2026, this Paper Citation Record lists 100 of 225 outbound references and 0 inbound Pith citation observations for arXiv:2502.02817.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.02817 v1

Coverage vector

measured 100 of 225 reference resolution

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

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Reference resolution

100 of 225 outbound references displayed

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Outbound references

Observation c7c6a2cf-8a97-44bf-acad-bb6645319169 · outbound

This paper cites Human action recognition and prediction: A survey.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Human action recognition and prediction: A survey

Reference 1

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Observation 346a130b-7336-4f97-904f-5868181b3cd0 · outbound

This paper cites Assessing the quality of actions.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Assessing the quality of actions

Reference 2

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Observation 153bf53d-85c3-4b70-83eb-2530012feeb4 · outbound

This paper cites Learning to score olympic events.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning to score olympic events

Reference 3

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This paper cites Jhu-isi gesture and skill assessment working set (jigsaws): A surgical activity dataset for human motion modeling.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Jhu-isi gesture and skill assessment working set (jigsaws): A surgical activity dataset for human motion modeling

Reference 4

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Observation d67b2dfe-7989-4c19-a7d8-755ff84a0e72 · outbound

This paper cites A data set of human body movements for physical rehabilitation exercises.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A data set of human body movements for physical rehabilitation exercises

Reference 5

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Observation d489e910-2f57-4d51-a072-742a64de9a1e · outbound

This paper cites The kimore dataset: Kine- matic assessment of movement and clinical scores for remote monitoring of physical rehabilitation.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions The kimore dataset: Kine- matic assessment of movement and clinical scores for remote monitoring of physical rehabilitation

Reference 6

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Observation 5f06c4eb-22db-4e5c-910a-9d82fdbf82c2 · outbound

This paper cites Yu, Cindy H.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Yu, Cindy H

Reference 7

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Observation 42cac409-d728-4034-b647-e023be0b7800 · outbound

This paper cites Do- main knowledge-informed self-supervised representations for workout form assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Do- main knowledge-informed self-supervised representations for workout form assessment

Reference 8

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This paper cites Egoexo-fitness: Towards egocentric and exocentric full-body action un- derstanding.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Egoexo-fitness: Towards egocentric and exocentric full-body action un- derstanding

Reference 9

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Observation ec8ad7a5-86bd-43d7-95d3-7d2f360fb043 · outbound

This paper cites ExeChecker: Where Did I Go Wrong?.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions ExeChecker: Where Did I Go Wrong?

Reference 10

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Observation 5d18f0a0-c9c1-47a4-baa4-e2d524e3754b · outbound

This paper cites Assembly101: A large-scale multi-view video dataset for understanding procedural activities.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Assembly101: A large-scale multi-view video dataset for understanding procedural activities

Reference 11

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Observation 8c063f99-0662-43cf-8ad6-aff412211f8e · outbound

This paper cites Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos

Reference 12

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Observation fbb4faec-cb70-445a-87f3-c733fa9f57ac · outbound

This paper cites Gaia: Rethinking action quality assessment for ai-generated videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Gaia: Rethinking action quality assessment for ai-generated videos

Reference 13

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Observation 0fc0ae38-6ed8-4a3b-9bbe-bd319c179cea · outbound

This paper cites Measuring the quality of exercises.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Measuring the quality of exercises

Reference 14

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This paper cites Assessing vitreoreti- nal surgical training experience by leveraging instrument maneuvers and visual attention with deep learning neu- ral networks.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Assessing vitreoreti- nal surgical training experience by leveraging instrument maneuvers and visual attention with deep learning neu- ral networks

Reference 15

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Observation 31de4d8b-c8b8-42f9-aeb5-19644211fca2 · outbound

This paper cites Who’s better? who’s best? pairwise deep ranking for skill determination.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Who’s better? who’s best? pairwise deep ranking for skill determination

Reference 16

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Observation ce737fe5-7906-41f1-a8af-d3b099fc60e0 · outbound

This paper cites The pros and cons: Rank-aware temporal atten- tion for skill determination in long videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions The pros and cons: Rank-aware temporal atten- tion for skill determination in long videos

Reference 17

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Observation 79981d76-dbff-46bf-95bd-a409963e370e · outbound

This paper cites A survey of vision-based human action evaluation methods.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A survey of vision-based human action evaluation methods

Reference 18

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Observation bcf76ff9-4891-43cd-8d23-0778b58a8ea9 · outbound

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A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A survey of video-based action quality assessment

Reference 19

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Observation 859df269-1742-4d86-bb34-56367813d182 · outbound

This paper cites The prisma 2020 statement: an updated guideline for reporting system- atic reviews.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions The prisma 2020 statement: an updated guideline for reporting system- atic reviews

Reference 20

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Observation fe1e75dc-2e20-4d12-9ec6-824a1403e81f · outbound

This paper cites What and how well you performed? a multitask learning approach to action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions What and how well you performed? a multitask learning approach to action quality assessment

Reference 21

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Observation f3693871-17d4-4371-9d32-76c9ddd2a430 · outbound

This paper cites Cpr-coach: Recogniz- ing composite error actions based on single-class train- ing.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Cpr-coach: Recogniz- ing composite error actions based on single-class train- ing

Reference 22

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Observation 803ae91e-c503-45ad-9d8a-1c98661b0fd3 · outbound

This paper cites Multimodal action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Multimodal action quality assessment

Reference 23

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Observation 9df7e7a1-c559-4de5-8d28-437f78c4253e · outbound

This paper cites Temporal distance matrices for squat classification.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Temporal distance matrices for squat classification

Reference 24

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Observation 4de18218-e36d-4a3c-a56e-d0ecac15cc5d · outbound

This paper cites Skeleton based action quality assessment of figure skating videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Skeleton based action quality assessment of figure skating videos

Reference 25

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Observation 9651bc0c-559b-4a2d-bfaf-73d9e0dfb565 · outbound

This paper cites Hierarchical neurosymbolic approach for comprehensive and explain- 30 Hao Yin and Paritosh Parmar et al.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Hierarchical neurosymbolic approach for comprehensive and explain- 30 Hao Yin and Paritosh Parmar et al

Reference 26

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Observation a1b7e434-fe43-4d7f-954a-ff65dc6e77d2 · outbound

This paper cites Piano skills assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Piano skills assessment

Reference 27

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Observation afb174aa-75e5-406f-9c11-ab88879147f9 · outbound

This paper cites Who danced better? ranked tiktok dance video dataset and pairwise action quality assessment method.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Who danced better? ranked tiktok dance video dataset and pairwise action quality assessment method

Reference 28

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Observation cd75e56d-3adf-4c78-9a48-77b6f9369edd · outbound

This paper cites Egcn++: A new fusion strategy for ensemble learn- ing in skeleton-based rehabilitation exercise assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Egcn++: A new fusion strategy for ensemble learn- ing in skeleton-based rehabilitation exercise assessment

Reference 29

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This paper cites Am i a baller? basketball performance assessment from first-person videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Am i a baller? basketball performance assessment from first-person videos

Reference 30

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Observation 70a7b722-0af1-4d74-9873-aa44d6cb2161 · outbound

This paper cites Group-aware contrastive regression for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Group-aware contrastive regression for action quality assessment

Reference 31

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Observation c65919da-91e7-47ac-86aa-bed016a7d174 · outbound

This paper cites Action quality assessment across multiple actions.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Action quality assessment across multiple actions

Reference 32

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Observation 1947b805-c14d-487b-8d24-7d02f5337481 · outbound

This paper cites Learning to score figure skating sport videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning to score figure skating sport videos

Reference 33

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Observation 9be4f241-fc48-42ea-9476-e3106c71816c · outbound

This paper cites An asym- metric modeling for action assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions An asym- metric modeling for action assessment

Reference 34

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Observation bed5e753-0a2b-47a0-9700-1d010286dd25 · outbound

This paper cites Hybrid dynamic-static context-aware attention network for ac- tion assessment in long videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Hybrid dynamic-static context-aware attention network for ac- tion assessment in long videos

Reference 35

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Observation b61a68ea-1d83-4684-9312-55d5924a341b · outbound

This paper cites Tsa-net: Tube self-attention network for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Tsa-net: Tube self-attention network for action quality assessment

Reference 36

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Observation abe721b4-c989-4043-b5ce-02bd8264a6ea · outbound

This paper cites Sportscap: Monocular 3d human motion capture and fine-grained understanding in challenging sports videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Sportscap: Monocular 3d human motion capture and fine-grained understanding in challenging sports videos

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Observation ac6ee054-bce1-4792-ab6d-2785f6bf45fe · outbound

This paper cites Finediving: A fine-grained dataset for procedure-aware action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Finediving: A fine-grained dataset for procedure-aware action quality assessment

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Observation b2815643-7177-43ff-9fe8-c506026afa1b · outbound

This paper cites Logo: A long- form video dataset for group action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Logo: A long- form video dataset for group action quality assessment

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source=pdf_text observed=2026-08-09T11:02:54.861852Z digest=sha256:b438074bdb55eab16f7023a644c13dc75ad2a10e4165533368926f921f59c13c

Observation 4ae8a5f5-eb57-4677-a7b9-5471634c2305 · outbound

This paper cites Localization-assisted uncer- tainty score disentanglement network for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Localization-assisted uncer- tainty score disentanglement network for action quality assessment

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source=pdf_text observed=2026-08-09T11:02:54.866460Z digest=sha256:4c6906e725fdd650457969dfa75cf6c442084e1251db3426b9ebc2d245d86bf4

Observation 7ee290cd-8729-4dc2-9a77-ef477cd73b8c · outbound

This paper cites Automatic modelling for interactive action as- sessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Automatic modelling for interactive action as- sessment

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Observation 28d66121-2dbf-4a13-96a1-2782db54980e · outbound

This paper cites Hodgins, Adam W.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Hodgins, Adam W

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source=pdf_text observed=2026-08-09T11:02:54.874814Z digest=sha256:9151e3382fe275ea86684b56c83de1cf00b49b37d20f3d45a400b57f0848e592

Observation c8a86ef0-4e20-4409-b9a5-b47fa2c16866 · outbound

This paper cites Procedure-aware action quality assessment: Datasets and performance evaluation.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Procedure-aware action quality assessment: Datasets and performance evaluation

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source=pdf_text observed=2026-08-09T11:02:54.879229Z digest=sha256:cc540e70f6baf8be538a8e62a360e706e16a7d95ab2729ab1d3334a6b7a03f2e

Observation 8c3910e5-3c2c-4f72-8f4a-c44f8123bac4 · outbound

This paper cites an unresolved cited work.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-09T11:02:54.883411Z digest=sha256:48a318202040e7a6acecbc3b98ee072a013849f58ebc01dc2b643372f71f149d

Observation ca91d963-cbfc-40d2-abbd-9b8acec5fcc4 · outbound

This paper cites The Kinetics Human Action Video Dataset.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions The Kinetics Human Action Video Dataset

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source=pdf_text observed=2026-08-09T11:02:54.887467Z digest=sha256:c00325699d660410c212f42c328f34f0638c761ccfc9c55ad0020f96f0cb60fc

Observation 766d8534-ac4e-403d-9b3c-c8d64f676852 · outbound

This paper cites Fsd-10: A fine-grained classification dataset for figure skating.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Fsd-10: A fine-grained classification dataset for figure skating

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source=pdf_text observed=2026-08-09T11:02:54.891910Z digest=sha256:090a1feef846bb2202fd97650e3f2ae897ca6b3c79cf3f7be93f8141fa2a0732

Observation ddd52f1e-abd8-4cde-8436-5e57e85bd3d9 · outbound

This paper cites Vi-net—view-invariant quality of hu- man movement assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Vi-net—view-invariant quality of hu- man movement assessment

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source=pdf_text observed=2026-08-09T11:02:54.895984Z digest=sha256:1cde0813e9f5e0fc96d85ec21d0aa7b8e445a8b52036fe14ebf940e76ec35d50

Observation 9c3f956b-23b8-40d8-a3dd-d1ba418aae46 · outbound

This paper cites Comprehensive instructional video analysis: The coin dataset and perfor- mance evaluation.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Comprehensive instructional video analysis: The coin dataset and perfor- mance evaluation

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source=pdf_text observed=2026-08-09T11:02:54.899924Z digest=sha256:54659835ce988f58719ff4f8ec732e45d45b0dcc7928a2729cc9489c9a6ad1c7

Observation 71b2b7b2-5ec6-4a1e-a539-9d049b28597f · outbound

This paper cites Casa: Cricket action similarity assessment in video footage using deep metric learning.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Casa: Cricket action similarity assessment in video footage using deep metric learning

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source=pdf_text observed=2026-08-09T11:02:54.904604Z digest=sha256:874856d61bf7fa35a5bc8132f133556a1ca78526c90dd1a4818e03529d0eeb84

Observation d6b08549-28a9-43c7-8cd9-31b0cb0468a7 · outbound

This paper cites Win-fail action recognition.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Win-fail action recognition

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source=pdf_text observed=2026-08-09T11:02:54.909409Z digest=sha256:cb36f2027d2751433589575ee1ed76c8ff03b323b4d3d228d773c8c63f9cc8dc

Observation 209b4327-8308-48ea-ade6-c2df62cc1d07 · outbound

This paper cites Functional movement screen dataset collected with two azure kinect depth sensors.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Functional movement screen dataset collected with two azure kinect depth sensors

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source=pdf_text observed=2026-08-09T11:02:54.913709Z digest=sha256:fcdaa4ed3fe0eaa4ca4cc3562db1b1af0a36840f4c1c8fd76bf3385c407d2b15

Observation d5eac507-22c3-44ba-a8d6-4910b4daa00a · outbound

This paper cites Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skating.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skating

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source=pdf_text observed=2026-08-09T11:02:54.917922Z digest=sha256:0d6c74edc019886681572312fd4a63f493b9328f3d875b7b810c479843691765

Observation 68b552d3-ed83-4eae-a890-78a94b2f9c02 · outbound

This paper cites Flag3d: A 3d fitness activity dataset with lan- guage instruction.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Flag3d: A 3d fitness activity dataset with lan- guage instruction

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source=pdf_text observed=2026-08-09T11:02:54.922720Z digest=sha256:a1c5eaaaac589310af319ded6e61cf8067c3d1350c75905bc010e8a5378dde3e

Observation 7e85f2af-439a-4c71-941a-25c3eeb56de4 · outbound

This paper cites Which is the better teacher action? a new ranking model and dataset.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Which is the better teacher action? a new ranking model and dataset

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source=pdf_text observed=2026-08-09T11:02:54.926922Z digest=sha256:47bcc67f56420c3a7d34b33343546e4289188aa9e1840a8bde1df8b339348aaf

Observation 15b83be5-514f-472b-8faf-cd6aa869542e · outbound

This paper cites Skatingverse: A large-scale benchmark for comprehensive evaluation on human action understand- ing.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Skatingverse: A large-scale benchmark for comprehensive evaluation on human action understand- ing

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source=pdf_text observed=2026-08-09T11:02:54.931223Z digest=sha256:02648364302a42262c2e5e3b3094252d282d897e0813e855124ec4e66504543f

Observation a1892f09-b6a7-43f5-815a-4511a76360a8 · outbound

This paper cites Finerehab: A multi-modality and multi-task dataset for rehabilitation analysis.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Finerehab: A multi-modality and multi-task dataset for rehabilitation analysis

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source=pdf_text observed=2026-08-09T11:02:54.935472Z digest=sha256:9de652d5b2ac992880880e28da4a7a311c40706d9e86604580f5a053c8044d23

Observation c8a3e0b7-17a1-4a65-909d-c44c7583a485 · outbound

This paper cites Mmw-aqa: Multimodal in-the-wild dataset for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Mmw-aqa: Multimodal in-the-wild dataset for action quality assessment

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source=pdf_text observed=2026-08-09T11:02:54.939797Z digest=sha256:7a4e4b25fc8a958a7fc8f56e25d933077853f50fc48541c73bd7bc2a6c667409

Observation b12f46f3-ad96-4b8d-86c4-7508e8948ea4 · outbound

This paper cites Dynamical regularity for action analysis.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Dynamical regularity for action analysis

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source=pdf_text observed=2026-08-09T11:02:54.943851Z digest=sha256:5de70030636023dd5497fd5424d7ae63cc0f150a5a3e9f171ad894e89182a302

Observation 6c0a50ff-5f46-4ecd-993b-45334df65333 · outbound

This paper cites Automated video assessment of human performance.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Automated video assessment of human performance

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source=pdf_text observed=2026-08-09T11:02:54.947797Z digest=sha256:1f0453696e1077b04a293699cc301f4a8d7613d66e130634553f6e0508723b0e

Observation 5196710d-dbde-40e0-a2e3-ae83fa057cf4 · outbound

This paper cites Trajectory based assessment of coordinated hu- man activity.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Trajectory based assessment of coordinated hu- man activity

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source=pdf_text observed=2026-08-09T11:02:54.951812Z digest=sha256:913e0d4609b8278835eef21770459d7df4464841ac54d9f9696dddfbdc823198

Observation 8bb1a747-36e8-47bd-994a-97b046a59056 · outbound

This paper cites Analyzing diving: A dataset for judging action quality.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Analyzing diving: A dataset for judging action quality

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source=pdf_text observed=2026-08-09T11:02:54.956018Z digest=sha256:32e0ab436cd3887d68b0c1e7aba7166d1f5a58b8c83f67103f84e015121c606f

Observation d28899f0-4320-4a30-a857-e7993c17f637 · outbound

This paper cites A kinect-based system for physical rehabilitation: A pilot study for young adults with motor disabilities.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A kinect-based system for physical rehabilitation: A pilot study for young adults with motor disabilities

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source=pdf_text observed=2026-08-09T11:02:54.960319Z digest=sha256:8394bad73615d4108519dfd9f4937e728d28634f79d185a13f5a47425288a585

Observation d08910d9-f9c5-4ccb-bdb4-7c1f03b8ca4d · outbound

This paper cites Sparse hidden markov models for surgical gesture classification and skill evalu- ation.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Sparse hidden markov models for surgical gesture classification and skill evalu- ation

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Observation 24f814f4-048c-4f26-97fe-2233e7d76f49 · outbound

This paper cites Learning spatiotemporal features with 3d convolutional networks.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning spatiotemporal features with 3d convolutional networks

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source=pdf_text observed=2026-08-09T11:02:54.968703Z digest=sha256:de2265498ca12bc5230063fe4c1ffbbfa572036c5cee7908d679dfd1bf171ebd

Observation 84ff676a-5950-4805-b319-fffb6bf90e3d · outbound

This paper cites Long short- term memory.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Long short- term memory

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source=pdf_text observed=2026-08-09T11:02:54.973159Z digest=sha256:af0bd1c5b3f45a9888c49d75fe6caf18475c7197568664310a95a049a5f8e85c

Observation 3fa03146-3a23-4817-a1a2-752a8de4752b · outbound

This paper cites Quo vadis, action recognition? a new model and the kinetics dataset.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Quo vadis, action recognition? a new model and the kinetics dataset

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source=pdf_text observed=2026-08-09T11:02:54.977392Z digest=sha256:13d79be0a6684cdfd35563904dc01367dc165d729b3c8d594163d1ed679c8705

Observation fdb8f9ad-6688-4bb3-860b-141899bd74e8 · outbound

This paper cites A Short Note about Kinetics-600.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A Short Note about Kinetics-600

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source=pdf_text observed=2026-08-09T11:02:54.981656Z digest=sha256:6f9ea2fb47a671e41431f682441b88cad82341faca348fe1a37364b3dda871b2

Observation 290cbb19-d76c-4882-a461-8f19fad49277 · outbound

This paper cites Deep residual learning for image recognition.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Deep residual learning for image recognition

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source=pdf_text observed=2026-08-09T11:02:54.986566Z digest=sha256:1ed6c1b82505d21e75cd9b33f6e62da804b6bc3339e038797ee233be1396b242

Observation 8310ab90-f503-464e-a7f6-abb5f8bc78d2 · outbound

This paper cites Learning spatio- temporal representation with pseudo-3d residual net- works.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning spatio- temporal representation with pseudo-3d residual net- works

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source=pdf_text observed=2026-08-09T11:02:54.990967Z digest=sha256:f429fb7ae2a161c8495eeff5af45cdb2105dc8e9b503b402eb3de4ff259b1dd7

Observation c8707f3c-4a00-4f9e-a6ec-778371d8460e · outbound

This paper cites Video swin transformer.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Video swin transformer

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source=pdf_text observed=2026-08-09T11:02:54.995552Z digest=sha256:f210055a9dbe6745ae095b5ba07ad5fa8ca2a9d0ca8034a5dde942fd1ac60c47

Observation 29cba4cd-a7fc-4b87-8084-381a416f3f15 · outbound

This paper cites Skill determination from long videos.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Skill determination from long videos

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source=pdf_text observed=2026-08-09T11:02:54.999876Z digest=sha256:6c06faefd09cb5b427c3c00f977ad3f5a9b8b1fba1b12a6fea98e19c97095fb4

Observation 67ca5fa4-cae0-4bce-bc75-8f1b7c12318b · outbound

This paper cites S3d: Stacking segmental p3d for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions S3d: Stacking segmental p3d for action quality assessment

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source=pdf_text observed=2026-08-09T11:02:55.004194Z digest=sha256:935f16c2b422166f15aefe2a55f67ddf5880f249fb131b59a2fce68df43195ff

Observation a9e0a56f-8e1c-4221-9e75-2e7621f0d2b9 · outbound

This paper cites Learning and fusing multiple hidden substages for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning and fusing multiple hidden substages for action quality assessment

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source=pdf_text observed=2026-08-09T11:02:55.008766Z digest=sha256:6733d822b75c2fd317181db34e3227d7c71f7469db0dbf29dc425cbecee1f844

Observation 4e2b6daf-f0ed-4be7-8c6e-d255fc1f4683 · outbound

This paper cites Temporal attention learning for action quality assessment in sports video.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Temporal attention learning for action quality assessment in sports video

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Observation 2735ecee-e774-4dca-8286-c8139f86d921 · outbound

This paper cites Likert scoring with grade decoupling for long-term action as- sessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Likert scoring with grade decoupling for long-term action as- sessment

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Observation 70cfad23-7b43-4b16-a903-e6a3e2e77ecd · outbound

This paper cites Action Quality Assessment using Transformers.

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

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Observation d98f9354-3392-486e-bb7d-0f00f9adceb6 · outbound

This paper cites Action quality assessment with temporal parsing trans- former.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Action quality assessment with temporal parsing trans- former

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Observation 7c30be96-863a-4083-869e-70a73f63641d · outbound

This paper cites Learning time- aware features for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Learning time- aware features for action quality assessment

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Observation be6729a1-3e72-45c5-a61f-f29328cf2b04 · outbound

This paper cites Fine-grained spatio-temporal parsing network for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Fine-grained spatio-temporal parsing network for action quality assessment

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Observation 983190ca-1e8e-4a7b-87ef-78737e116569 · outbound

This paper cites Improving action quality assessment with across-staged temporal reasoning on imbalanced data.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Improving action quality assessment with across-staged temporal reasoning on imbalanced data

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Observation d19b4b21-f83c-4d95-bc6e-87f8e7557b02 · outbound

This paper cites A figure skating jumping dataset for replay-guided action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions A figure skating jumping dataset for replay-guided action quality assessment

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Observation 7b13892a-8019-475f-b278-ac08de766499 · outbound

This paper cites Label-reconstruction-based pseudo- subscore learning for action quality assessment in sport- ing events.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Label-reconstruction-based pseudo- subscore learning for action quality assessment in sport- ing events

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Observation 3f008552-3e9d-4bbf-ba02-b7a722c6c63b · outbound

This paper cites Hierarchical graph convolutional networks for ac- tion quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Hierarchical graph convolutional networks for ac- tion quality assessment

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Observation aff01654-1b64-4572-baba-3dedd4ebce41 · outbound

This paper cites Multi-stage contrastive regression for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Multi-stage contrastive regression for action quality assessment

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Observation 5bdfc586-02ed-4c95-9350-1b279dba76cc · outbound

This paper cites Assessing action qual- ity with semantic-sequence performance regression and densely distributed sample weighting.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Assessing action qual- ity with semantic-sequence performance regression and densely distributed sample weighting

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Observation c9bf708a-ab20-4a57-98c9-ce245829311a · outbound

This paper cites Two-path target-aware contrastive regression for action quality assessment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Two-path target-aware contrastive regression for action quality assessment

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Observation fd41964d-e6bc-41e1-bc09-0b8e6c5a6038 · outbound

This paper cites Fineparser: A fine-grained spatio-temporal action parser for human-centric action quality assess- ment.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Fineparser: A fine-grained spatio-temporal action parser for human-centric action quality assess- ment

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source=pdf_text observed=2026-08-09T11:02:55.068241Z digest=sha256:ad073d2da28c300bff9f86a674fcf1d43b3bd6c62b4acc4896d1c9ef591b6f03

Observation 2bed63b1-448d-4ee4-b404-15f75032d644 · outbound

This paper cites Rhythmer: Ranking-based skill as- sessment with rhythm-aware transformer.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Rhythmer: Ranking-based skill as- sessment with rhythm-aware transformer

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Observation 338a9db0-8772-48be-bf91-d7fb94b6682d · outbound

This paper cites Temporal convolutional networks for action segmentation and detection.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Temporal convolutional networks for action segmentation and detection

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Observation 5f376453-8ce8-4f6b-b983-edeac8bd4468 · outbound

This paper cites Attention is all you need.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Attention is all you need

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Observation 6273e670-af54-4f24-a1fe-27accdfa427d · outbound

This paper cites End- to-end action quality assessment with action parsing transformer.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions End- to-end action quality assessment with action parsing transformer

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Observation 6cd2bbfc-364c-4c58-a175-b64a15acb1e8 · outbound

This paper cites Towards Interaction-level Video Action Un- derstanding.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Towards Interaction-level Video Action Un- derstanding

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source=pdf_text observed=2026-08-09T11:02:55.090002Z digest=sha256:c1909b8d8fe7d8e869823c8cf630e206beca6ec107c633ce44bdfae9cdb4486b

Observation b5106575-e574-476e-a7de-fa5bc4408055 · outbound

This paper cites Mla-lstm: A local and global location attention lstm learning model for scoring figure skating.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Mla-lstm: A local and global location attention lstm learning model for scoring figure skating

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Observation 2e856e39-765e-4172-95bb-fcb58fc71b0e · outbound

This paper cites Automatic evaluation method for functional movement screening based on multi-scale lightweight 3d convolution and an encoder–decoder.Elec- tronics, 13(10):1813, 2024.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Automatic evaluation method for functional movement screening based on multi-scale lightweight 3d convolution and an encoder–decoder.Elec- tronics, 13(10):1813, 2024

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Observation 75e58a7e-c1b8-4c2b-ae53-b9614f8261a2 · outbound

This paper cites The establishment of a precise intelligent evaluation system for sports events: Diving.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions The establishment of a precise intelligent evaluation system for sports events: Diving

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Observation 5cfcde3d-1f02-4704-9a67-bc227352644f · outbound

This paper cites D-stgcnt: A dense spatio-temporal graph conv-gru network based on trans- former for assessment of patient physical rehabilitation.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions D-stgcnt: A dense spatio-temporal graph conv-gru network based on trans- former for assessment of patient physical rehabilitation

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Observation a0b4dc8c-7ae2-49df-b0b6-ad94ff822100 · outbound

This paper cites Long video scoring method fusing high- precision pose and spatio-temporal attention modules.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Long video scoring method fusing high- precision pose and spatio-temporal attention modules

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Observation 277742d7-7ba8-41f0-b381-f2cfc6717123 · outbound

This paper cites Action quality assessment with multi-scale tem- poral attention mechanism.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Action quality assessment with multi-scale tem- poral attention mechanism

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source=pdf_text observed=2026-08-09T11:02:55.116100Z digest=sha256:17bde2fcc9ebe5f2b6f47fb7c6c53a4bca90699b77cb64f5105dd738b5318487

Observation 0bc1bab6-391d-4dfa-b2bd-98c1a443d80e · outbound

This paper cites Fine-tuning siamese networks to assess sport gestures quality.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Fine-tuning siamese networks to assess sport gestures quality

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Observation f29ab04a-9908-492e-a46e-92a05c990bdd · outbound

This paper cites Im- proving the movement synchrony estimation with action quality assessment in children play therapy.

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions Im- proving the movement synchrony estimation with action quality assessment in children play therapy

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