Computer Vision in Sports


LoL-V2T: Large-Scale Esports Video Description Dataset
Tsunehiko Tanaka,
Edgar Simo-Serra
[pdf]
[bibtex]
@InProceedings{Tanaka_2021_CVPR, author = {Tanaka, Tsunehiko and Simo-Serra, Edgar}, title = {LoL-V2T: Large-Scale Esports Video Description Dataset}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4557-4566} }

Contrastive Learning for Sports Video: Unsupervised Player Classification
Maria Koshkina,
Hemanth Pidaparthy,
James H. Elder
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Koshkina_2021_CVPR, author = {Koshkina, Maria and Pidaparthy, Hemanth and Elder, James H.}, title = {Contrastive Learning for Sports Video: Unsupervised Player Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4528-4536} }

Automated Tackle Injury Risk Assessment in Contact-Based Sports - A Rugby Union Example
Zubair Martin,
Sharief Hendricks,
Amir Patel
[pdf] [supp]
[bibtex]
@InProceedings{Martin_2021_CVPR, author = {Martin, Zubair and Hendricks, Sharief and Patel, Amir}, title = {Automated Tackle Injury Risk Assessment in Contact-Based Sports - A Rugby Union Example}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4594-4603} }

Toward Improving the Visual Characterization of Sport Activities With Abstracted Scene Graphs
Amir M. Rahimi,
Kevin Lee,
Amit Agarwal,
Hyukseong Kwon,
Rajan Bhattacharyya
[pdf]
[bibtex]
@InProceedings{Rahimi_2021_CVPR, author = {Rahimi, Amir M. and Lee, Kevin and Agarwal, Amit and Kwon, Hyukseong and Bhattacharyya, Rajan}, title = {Toward Improving the Visual Characterization of Sport Activities With Abstracted Scene Graphs}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4500-4507} }

Detecting and Matching Related Objects With One Proposal Multiple Predictions
Yang Liu,
Luiz G. Hafemann,
Michael Jamieson,
Mehrsan Javan
[pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2021_CVPR, author = {Liu, Yang and Hafemann, Luiz G. and Jamieson, Michael and Javan, Mehrsan}, title = {Detecting and Matching Related Objects With One Proposal Multiple Predictions}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4520-4527} }

SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos
Adrien Deliege,
Anthony Cioppa,
Silvio Giancola,
Meisam J. Seikavandi,
Jacob V. Dueholm,
Kamal Nasrollahi,
Bernard Ghanem,
Thomas B. Moeslund,
Marc Van Droogenbroeck
[pdf] [supp]
[bibtex]
@InProceedings{Deliege_2021_CVPR, author = {Deliege, Adrien and Cioppa, Anthony and Giancola, Silvio and Seikavandi, Meisam J. and Dueholm, Jacob V. and Nasrollahi, Kamal and Ghanem, Bernard and Moeslund, Thomas B. and Van Droogenbroeck, Marc}, title = {SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4508-4519} }

Table Tennis Stroke Recognition Using Two-Dimensional Human Pose Estimation
Kaustubh Milind Kulkarni,
Sucheth Shenoy
[pdf] [arXiv]
[bibtex]
@InProceedings{Kulkarni_2021_CVPR, author = {Kulkarni, Kaustubh Milind and Shenoy, Sucheth}, title = {Table Tennis Stroke Recognition Using Two-Dimensional Human Pose Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4576-4584} }

Puck Localization and Multi-Task Event Recognition in Broadcast Hockey Videos
Kanav Vats,
Mehrnaz Fani,
David A. Clausi,
John Zelek
[pdf] [arXiv]
[bibtex]
@InProceedings{Vats_2021_CVPR, author = {Vats, Kanav and Fani, Mehrnaz and Clausi, David A. and Zelek, John}, title = {Puck Localization and Multi-Task Event Recognition in Broadcast Hockey Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4567-4575} }

Temporally-Aware Feature Pooling for Action Spotting in Soccer Broadcasts
Silvio Giancola,
Bernard Ghanem
[pdf] [arXiv]
[bibtex]
@InProceedings{Giancola_2021_CVPR, author = {Giancola, Silvio and Ghanem, Bernard}, title = {Temporally-Aware Feature Pooling for Action Spotting in Soccer Broadcasts}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4490-4499} }

Automatic Play Segmentation of Hockey Videos
Hemanth Pidaparthy,
Michael H. Dowling,
James H. Elder
[pdf]
[bibtex]
@InProceedings{Pidaparthy_2021_CVPR, author = {Pidaparthy, Hemanth and Dowling, Michael H. and Elder, James H.}, title = {Automatic Play Segmentation of Hockey Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4585-4593} }

DeepDarts: Modeling Keypoints as Objects for Automatic Scorekeeping in Darts Using a Single Camera
William McNally,
Pascale Walters,
Kanav Vats,
Alexander Wong,
John McPhee
[pdf] [arXiv]
[bibtex]
@InProceedings{McNally_2021_CVPR, author = {McNally, William and Walters, Pascale and Vats, Kanav and Wong, Alexander and McPhee, John}, title = {DeepDarts: Modeling Keypoints as Objects for Automatic Scorekeeping in Darts Using a Single Camera}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4547-4556} }

Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of Their Representations for Action Spotting
Anthony Cioppa,
Adrien Deliege,
Floriane Magera,
Silvio Giancola,
Olivier Barnich,
Bernard Ghanem,
Marc Van Droogenbroeck
[pdf] [arXiv]
[bibtex]
@InProceedings{Cioppa_2021_CVPR, author = {Cioppa, Anthony and Deliege, Adrien and Magera, Floriane and Giancola, Silvio and Barnich, Olivier and Ghanem, Bernard and Van Droogenbroeck, Marc}, title = {Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of Their Representations for Action Spotting}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4537-4546} }