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Summary of Improving Object Detection Quality in Football Through Super-resolution Techniques, by Karolina Seweryn et al.


Improving Object Detection Quality in Football Through Super-Resolution Techniques

by Karolina Seweryn, Gabriel Chęć, Szymon Łukasik, Anna Wróblewska

First submitted to arxiv on: 31 Jan 2024

Categories

  • Main: Computer Vision and Pattern Recognition (cs.CV)
  • Secondary: Artificial Intelligence (cs.AI)

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GrooveSquid.com Paper Summaries

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Summary difficulty Written by Summary
High Paper authors High Difficulty Summary
Read the original abstract here
Medium GrooveSquid.com (original content) Medium Difficulty Summary
This study examines the application of super-resolution techniques to improve object detection accuracy in football. By leveraging advanced image processing, researchers aim to enhance the precision and reliability of object tracking in football match footage, a crucial aspect for both analysis and broadcasting purposes. The investigation focuses on how super-resolution methods impact the performance of object detection algorithms in football-specific scenarios.
Low GrooveSquid.com (original content) Low Difficulty Summary
This study looks into using special techniques to make it easier to track objects like balls and players in fast-paced football matches. This is important because accurate tracking helps with analyzing and broadcasting games. Researchers are trying to figure out if these special techniques can improve how well computers detect objects in football footage.

Keywords

» Artificial intelligence  » Object detection  » Object tracking  » Precision  » Super resolution  » Tracking