Second Workshop on Skilled Activity Understanding, Assessment & Feedback Generation


Efficient and Intrinsically Interpretable Spatiotemporal Transformer with Gated Fusion for Group Activity Recognition
Narthana Sivalingam,
Santhirarajah Sivasthigan,
Roshan Godaliyadda,
Vijitha Herath,
Parakrama Ekanayake
[pdf]
[bibtex]
@InProceedings{Sivalingam_2026_CVPR, author = {Sivalingam, Narthana and Sivasthigan, Santhirarajah and Godaliyadda, Roshan and Herath, Vijitha and Ekanayake, Parakrama}, title = {Efficient and Intrinsically Interpretable Spatiotemporal Transformer with Gated Fusion for Group Activity Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8912-8920} }

Distance-Aware Attention for Surgical Task Classification with Video Transformers
Jessica Tierney,
Soumee Guha,
Zheyuan Zhang,
Payton Miller,
Noosha Deravi,
Yichuan Yan,
Dimitrios Stefanidis,
Scott Acton,
Fiona Kolbinger
[pdf]
[bibtex]
@InProceedings{Tierney_2026_CVPR, author = {Tierney, Jessica and Guha, Soumee and Zhang, Zheyuan and Miller, Payton and Deravi, Noosha and Yan, Yichuan and Stefanidis, Dimitrios and Acton, Scott and Kolbinger, Fiona}, title = {Distance-Aware Attention for Surgical Task Classification with Video Transformers}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8941-8950} }

Behavior-Based Skill Assessment for Open Surgery from Multi-View and Egocentric Videos
Qiaomu Miao,
Jonathan Price,
Apostolos Tassiopoulos,
Dimitris Samaras
[pdf] [supp]
[bibtex]
@InProceedings{Miao_2026_CVPR, author = {Miao, Qiaomu and Price, Jonathan and Tassiopoulos, Apostolos and Samaras, Dimitris}, title = {Behavior-Based Skill Assessment for Open Surgery from Multi-View and Egocentric Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8854-8864} }

Combining Boundary Supervision and Segment-Level Regularization for Fine-Grained Action Segmentation
Hinako Mitsuoka,
Kazuhiro Hotta
[pdf] [arXiv]
[bibtex]
@InProceedings{Mitsuoka_2026_CVPR, author = {Mitsuoka, Hinako and Hotta, Kazuhiro}, title = {Combining Boundary Supervision and Segment-Level Regularization for Fine-Grained Action Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8865-8873} }

DiagHOI: A Diagnostic Benchmark for Human-Object Interaction Detection
Lemeng Wang,
Qinqian Lei,
Vidhi Bakshi,
Daniel Yi,
Yifan Liu,
Jiacheng Hou,
Asher Seng Hao,
Zheda Mai,
Wei-Lun Chao,
Robby T. Tan,
Bo Wang
[pdf]
[bibtex]
@InProceedings{Wang_2026_CVPR, author = {Wang, Lemeng and Lei, Qinqian and Bakshi, Vidhi and Yi, Daniel and Liu, Yifan and Hou, Jiacheng and Hao, Asher Seng and Mai, Zheda and Chao, Wei-Lun and Tan, Robby T. and Wang, Bo}, title = {DiagHOI: A Diagnostic Benchmark for Human-Object Interaction Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8951-8960} }

Learning Coach's Tactics: Skill-aware Readiness Modeling for Interactive Badminton Training
Tzu-Yu Sung,
Wang-Lin Tsai,
Cheng-Kuan Lin,
Yu-Chee Tseng
[pdf]
[bibtex]
@InProceedings{Sung_2026_CVPR, author = {Sung, Tzu-Yu and Tsai, Wang-Lin and Lin, Cheng-Kuan and Tseng, Yu-Chee}, title = {Learning Coach's Tactics: Skill-aware Readiness Modeling for Interactive Badminton Training}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8921-8930} }

Can Vision Language Models Judge Action Quality? An Empirical Evaluation
Miguel Monte e Freitas,
Rui Henriques,
Ricardo Rei,
Pedro Henrique Martins
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{e_Freitas_2026_CVPR, author = {e Freitas, Miguel Monte and Henriques, Rui and Rei, Ricardo and Martins, Pedro Henrique}, title = {Can Vision Language Models Judge Action Quality? An Empirical Evaluation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8874-8883} }

EgoIndAssembly: Diagnosing Fine-Grained Temporal Hand Reasoning in Vision-Language Models for Skilled Assembly
Tatsuya Sasaki
[pdf]
[bibtex]
@InProceedings{Sasaki_2026_CVPR, author = {Sasaki, Tatsuya}, title = {EgoIndAssembly: Diagnosing Fine-Grained Temporal Hand Reasoning in Vision-Language Models for Skilled Assembly}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8894-8902} }

Sports Form Anomaly Detection Using Skeleton-PatchCore
Seiya Shirai,
Kazuhiro Hotta
[pdf]
[bibtex]
@InProceedings{Shirai_2026_CVPR, author = {Shirai, Seiya and Hotta, Kazuhiro}, title = {Sports Form Anomaly Detection Using Skeleton-PatchCore}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8903-8911} }

DUAL-Pose: Efficient Dual-Branch Graph Networks for Skeleton-Based Yoga Pose Recognition
Rashi Niyas P,
Hitika Tiwari,
Tushar Shinde
[pdf]
[bibtex]
@InProceedings{P_2026_CVPR, author = {P, Rashi Niyas and Tiwari, Hitika and Shinde, Tushar}, title = {DUAL-Pose: Efficient Dual-Branch Graph Networks for Skeleton-Based Yoga Pose Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8884-8893} }

Structured Relational Reasoning for Group Activity Assessment
Thinesh Thiyakesan Ponbagavathi,
Chengzheng Yang,
Alina Roitberg
[pdf]
[bibtex]
@InProceedings{Ponbagavathi_2026_CVPR, author = {Ponbagavathi, Thinesh Thiyakesan and Yang, Chengzheng and Roitberg, Alina}, title = {Structured Relational Reasoning for Group Activity Assessment}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8931-8940} }