Accurate Tennis Court Line Detection on Amateur Recorded Matches
<|reference_start|>Accurate Tennis Court Line Detection on Amateur Recorded Matches: Typically, tennis court line detection is done by running Hough-Line-Detection to find straight lines in the image, and then computing a transformation matrix from the detected lines to create the final court structure. We propose numerous improvements and enhancements to this algorithm, including using pretrained State-of-the-Art shadow-removal and object-detection ML models to make our line-detection more robust. Compared to the original algorithm, our method can accurately detect lines on amateur, dirty courts. When combined with a robust ball-tracking system, our method will enable accurate, automatic refereeing for amateur and professional tennis matches alike.<|reference_end|>
@article{agrawal2024accurate,
    title={Accurate Tennis Court Line Detection on Amateur Recorded Matches},
    author={Sameer Agrawal, Ragoth Sundararajan and Vishak Sagar},
    journal={arXiv preprint arXiv:2404.06977},
    year={2024},
    archivePrefix={arXiv},
    eprint={2404.06977},
    primaryClass={cs.CV}
}