Feature Pyramid Networks - Explained!
Summary
This video provides an explanation of Feature Pyramid Networks (FPNs), a key architecture in computer vision. It covers their function and utility, making it highly relevant for students and educators focused on learning or teaching core AI and machine learning concepts, especially within the domain of computer vision.
Description
In this video, we take a look at Feature Pyramid Networks (FPN). What is it? How does it work? Why they are so useful in computer vision? Code included! ABOUT ME ⭕ Subscribe: https://www.youtube.com/c/CodeEmporium?sub_confirmation=1 📚 Medium Blog: https://medium.com/@dataemporium 💻 Github: https://github.com/ajhalthor 👔 LinkedIn: https://www.linkedin.com/in/ajay-halthor-477974bb/ RESOURCES [1 📚] Slides: https://link.excalidraw.com/p/readonly/yZO7bst7oS0CH0BgeZJ8 [2 📚] Code: https://github.com/ajhalthor/computer-vision-101/tree/main/feature_pyramid_network [3 📚] Paper that introduced FPN: https://arxiv.org/pdf/1612.03144 Videos on topics discussed in the video for further details: [1 📚] Sliding window object detection: https://youtu.be/Ocy54ea5Gd4?si=AJwyue7f-rLiYTAl [2 📚] R-CNN: https://youtu.be/ZytVRaNE4cA?si=qMAxoNsJYrVSzqww [3 📚] Fast R-CNN: https://youtu.be/rYLD9RLCqGo?si=SvSHDvwWOFtCRBij [4 📚] Faster R-CNN: https://youtu.be/ws0nlxCWWI8?si=vNL1cSW-Cb73QmkF PLAYLISTS FROM MY CHANNEL ⭕ Reinforcement Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd9kS--NgVz0EPNyEmygV1Ha&si=AuThDZJwG19cgTA8 Natural Language Processing: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE&si=LsVy8RDPu8jeO-cc ⭕ Transformers from Scratch: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE ⭕ ChatGPT Playlist: https://youtube.com/playlist?list=PLTl9hO2Oobd9coYT6XsTraTBo4pL1j4HJ ⭕ Convolutional Neural Networks: https://youtube.com/playlist?list=PLTl9hO2Oobd9U0XHz62Lw6EgIMkQpfz74 ⭕ The Math You Should Know : https://youtube.com/playlist?list=PLTl9hO2Oobd-_5sGLnbgE8Poer1Xjzz4h ⭕ Probability Theory for Machine Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd9bPcq0fj91Jgk_-h1H_W3V ⭕ Coding Machine Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd82vcsOnvCNzxrZOlrz3RiD MATH COURSES (7 day free trial) 📕 Mathematics for Machine Learning: https://imp.i384100.net/MathML 📕 Calculus: https://imp.i384100.net/Calculus 📕
