Court Reconstruction for Camera Calibration in Broadcast Basketball Videos
- PMID: 28113142
- DOI: 10.1109/TVCG.2015.2440236
Court Reconstruction for Camera Calibration in Broadcast Basketball Videos
Abstract
We introduce a technique of calibrating camera motions in basketball videos. Our method particularly transforms player positions to standard basketball court coordinates and enables applications such as tactical analysis and semantic basketball video retrieval. To achieve a robust calibration, we reconstruct the panoramic basketball court from a video, followed by warping the panoramic court to a standard one. As opposed to previous approaches, which individually detect the court lines and corners of each video frame, our technique considers all video frames simultaneously to achieve calibration; hence, it is robust to illumination changes and player occlusions. To demonstrate the feasibility of our technique, we present a stroke-based system that allows users to retrieve basketball videos. Our system tracks player trajectories from broadcast basketball videos. It then rectifies the trajectories to a standard basketball court by using our camera calibration method. Consequently, users can apply stroke queries to indicate how the players move in gameplay during retrieval. The main advantage of this interface is an explicit query of basketball videos so that unwanted outcomes can be prevented. We show the results in Figs. 1, 7, 9, 10 and our accompanying video to exhibit the feasibility of our technique.
Similar articles
-
Behaviour Detection and Recognition of College Basketball Players Based on Multimodal Sequence Matching and Deep Neural Networks.Comput Intell Neurosci. 2022 May 24;2022:7599685. doi: 10.1155/2022/7599685. eCollection 2022. Comput Intell Neurosci. 2022. PMID: 35655509 Free PMC article.
-
Feasibility Study on Virtual Reality Based Basketball Tactic Training.IEEE Trans Vis Comput Graph. 2022 Aug;28(8):2970-2982. doi: 10.1109/TVCG.2020.3046326. Epub 2022 Jun 30. IEEE Trans Vis Comput Graph. 2022. PMID: 33351762
-
Full-frame video stabilization with motion inpainting.IEEE Trans Pattern Anal Mach Intell. 2006 Jul;28(7):1150-63. doi: 10.1109/TPAMI.2006.141. IEEE Trans Pattern Anal Mach Intell. 2006. PMID: 16792103
-
Heart Rate Monitoring in Basketball: Applications, Player Responses, and Practical Recommendations.J Strength Cond Res. 2018 Aug;32(8):2383-2399. doi: 10.1519/JSC.0000000000002194. J Strength Cond Res. 2018. PMID: 29140908 Review.
-
A Review of Player Monitoring Approaches in Basketball: Current Trends and Future Directions.J Strength Cond Res. 2017 Jul;31(7):2021-2029. doi: 10.1519/JSC.0000000000001964. J Strength Cond Res. 2017. PMID: 28445227 Review.
Cited by
-
Individual Locating of Soccer Players from a Single Moving View.Sensors (Basel). 2023 Sep 16;23(18):7938. doi: 10.3390/s23187938. Sensors (Basel). 2023. PMID: 37765999 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Research Materials
