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YOLO - Explained!

CodeEmporiumNovember 17, 202524:02ai_ml_education

Summary

This video explains the YOLO (You Only Look Once) V1 object detection network, detailing its architecture, principles, and operational mechanics. It is highly useful for students and educators looking to understand core computer vision concepts within AI, providing foundational knowledge for AI applications.

Description

In this video, we take a look the YOLO (V1) network. What is it? Why and how does it work? ABOUT ME โญ• Subscribe: https://www.youtube.com/c/CodeEmporium?sub_confirmation=1 ๐Ÿ“š Medium Blog: https://medium.com/@dataemporium ๐Ÿ’ป Github: https://github.com/ajhalthor ๐Ÿ‘” LinkedIn: https://www.linkedin.com/in/ajay-halthor-477974bb/ RESOURCES [1 ๐Ÿ“š] Slides used in the video: https://link.excalidraw.com/p/readonly/paC99NHwy4hi6jfJfUVl [2 ๐Ÿ“š] Architecture diagram: https://github.com/ajhalthor/computer-vision-101/tree/main/yolo [3 ๐Ÿ“š] Main paper of the video: https://arxiv.org/pdf/1506.02640 [4 ๐Ÿ“š] RCNN video: https://youtu.be/ZytVRaNE4cA?si=jnBfm_vuh_9wwZau [5 ๐Ÿ“š ] Fast RCNN video: https://youtu.be/rYLD9RLCqGo?si=qFzm35uGulhXwoja [6 ๐Ÿ“š ] Faster RCNN video: [7 ๐Ÿ“š ] Great video by original creator: https://www.youtube.com/watch?v=NM6lrxy0bxs [8 ๐Ÿ“š ] Slides for that video: https://docs.google.com/presentation/d/1kAa7NOamBt4calBU9iHgT8a86RRHz9Yz2oh4-GTdX6M/edit?slide=id.g14f95ab154_0_1#slide=id.g14f95ab154_0_1 [9 ๐Ÿ“š ] Interactive colab notebook to upload images: https://colab.research.google.com/drive/1WloX6-FJCSgEj3ovosOM4XwxdgggdAW7?usp=sharing#scrollTo=Nmp46gTZBMQM [10 ๐Ÿ“š ] pytorch implementation by explainingAI: https://github.com/explainingai-code/Yolov1-PyTorch [11 ๐Ÿ“š ] Another reimplementation in pytorch: https://github.com/motokimura/yolo_v1_pytorch/tree/master PLAYLISTS FROM MY CHANNEL โญ• Reinforcement Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd9kS--NgVz0EPNyEmygV1Ha&si=AuThDZJwG19cgTA8 Natural Language Processing: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE&si=LsVy8RDPu8jeO-cc โญ• Transformers from Scratch: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE โญ• ChatGPT Playlist: https://youtube.com/playlist?list=PLTl9hO2Oobd9coYT6XsTraTBo4pL1j4HJ โญ• Convolutional Neural Networks: https://youtube.com/playlist?list=PLTl9hO2Oobd9U0XHz62Lw6EgIMkQpfz74 โญ• The Math You Should Know : https://youtube.com/playlist?lis