Miguel Mendez 🌊
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mmeendez.bsky.social
Miguel Mendez 🌊
@mmeendez.bsky.social
⚽ Deep Learning at Statsbomb
🏠 http://miguel-mendez-ai.com
Of course, manually using point correspondence is impractical for real-world use cases. We have trained models to automatically compute homography, which is essential when processing 30fps videos of 90-minute games across >90 leagues efficiently!
November 26, 2024 at 10:09 AM
After some people asked about the difficulty of this process, I created a super simple web app to demonstrate how to manually obtain a homography using the point correspondence method. You can then use it to project the pitch lines onto the original image.
miguel-mendez-ai.com/2024/02/07/n...
Image Registration in Sports Analytics:
Explore computer vision techniques for mapping NFL field images to real-world coordinates. Learn how to develop a web app that uses homography to transform video feed data into precise spatial insight...
miguel-mendez-ai.com
November 26, 2024 at 10:06 AM
I totally get your point about analytics, but I actually find them fun! While I don't obsess over device types or traffic sources, I enjoy watching my posts' view counts and their evolution over time. It's particularly interesting when an old post from years ago suddenly becomes popular again
November 23, 2024 at 8:18 AM