𝑯𝒐𝒎𝒐𝒈𝒓𝒂𝒑𝒉𝒚 𝒂𝒏𝒅 𝑲𝒆𝒚𝒑𝒐𝒊𝒏𝒕 𝒇𝒐𝒓 𝑭𝒐𝒐𝒕𝒃𝒂𝒍𝒍 𝑨𝒏𝒂𝒍𝒚𝒕𝒊𝒄𝒔 ⚽️📐

🚀 Highlighting the latest strides in football field analysis using computer vision, this post shares a single frame from our video that demonstrates how homography and keypoint detection combine to produce precise minimap overlays. 🧠🎯

🧩 At the heart of this project lies the refinement of field keypoint extraction. Our experiments show a clear link between both the number and accuracy of detected keypoints and the overall quality of the minimap. 🗺️
📊 Enhanced keypoint precision leads to a more reliable homography transformation, resulting in a richer, more accurate tactical view. ⚙️⚡

🏆 For this work, we leveraged the championship-winning keypoint detection model from the SoccerNet Calibration Challenge:

📈 Implementing and evaluating this state‑of‑the‑art solution has deepened our appreciation for keypoint‑driven approaches in sports analytics. 📹📌

🔗 https://lnkd.in/em94QDFE

📡 By: https://t.iss.one/DataScienceN


#ObjectDetection hashtag#DeepLearning hashtag#Detectron2 hashtag#ComputerVision hashtag#AI
hashtag#Football hashtag#SportsTech hashtag#MachineLearning hashtag#ComputerVision hashtag#AIinSports
hashtag#FutureOfFootball hashtag#SportsAnalytics
hashtag#TechInnovation hashtag#SportsAI hashtag#AIinFootball hashtag#AI hashtag#AIandSports hashtag#AIandSports
hashtag#FootballAnalytics hashtag#python hashtag#ai hashtag#yolo hashtag

🔥 Trending Repository: ultralytics

📝 Description: Ultralytics YOLO 🚀

🔗 Repository URL: https://github.com/ultralytics/ultralytics

🌐 Website: https://docs.ultralytics.com

📖 Readme: https://github.com/ultralytics/ultralytics#readme

📊 Statistics:
🌟 Stars: 46K stars
👀 Watchers: 221
🍴 Forks: 9K forks

💻 Programming Languages: Python

🏷️ Related Topics:

#python #cli #tracking #machine_learning #computer_vision #deep_learning #hub #pytorch #yolo #image_classification #object_detection #pose_estimation #instance_segmentation #ultralytics #rotated_object_detection #yolov8 #segment_anything #yolo_world #yolov10 #yolo11

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🧠 By: https://t.iss.one/DataScienceM

🔥 Trending Repository: supervision

📝 Description: We write your reusable computer vision tools. 💜

🔗 Repository URL: https://github.com/roboflow/supervision

🌐 Website: https://supervision.roboflow.com

📖 Readme: https://github.com/roboflow/supervision#readme

📊 Statistics:
🌟 Stars: 35.2K stars
👀 Watchers: 224
🍴 Forks: 2.9K forks

💻 Programming Languages: Python

🏷️ Related Topics:

#python #tracking #machine_learning #computer_vision #deep_learning #metrics #tensorflow #image_processing #pytorch #video_processing #yolo #classification #coco #object_detection #hacktoberfest #pascal_voc #low_code #instance_segmentation #oriented_bounding_box

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🧠 By: https://t.iss.one/DataScienceM