Mask R-CNN - Explained!
Summary
This video provides a detailed explanation of Mask R-CNN, a prominent deep learning model used for instance segmentation. It covers the model's architecture, training process, and offers practical code for inference. This content is highly relevant for students and educators on an AI in Education platform who are learning core AI/ML concepts, especially in the field of computer vision.
Description
In this video, we take a look the Mask R-CNN network. What is it? How is it trained? Code for inference! 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 📚] Mask R-CNN Paper: https://arxiv.org/pdf/1703.06870 [2 📚] Slides: https://link.excalidraw.com/p/readonly/YuxVVU1e4IceKZ6pRCOW [3 📚] Code for mask R-CNN inference visualizations and RoIAlign: https://github.com/ajhalthor/computer-vision-101/tree/main/mask_rcnn [4 📚] Faster R-CNN video for more details on other aspects of the network: https://youtu.be/ws0nlxCWWI8?si=t9ujF9ZoLSbWUim- [5 📚] Paper that popularized the use of Fully Convolution Networks for segmentation. This inspired the FCN arm in Mask R-CNN when processing each region proposal: https://arxiv.org/pdf/1411.4038 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 📕 Statistics for Data Science: https://imp.i3841
