Day 18: Fast R-CNN & Faster R-CNN Explanation in Object Detection | Computer Vision free Course скачать в хорошем качестве

Day 18: Fast R-CNN & Faster R-CNN Explanation in Object Detection | Computer Vision free Course

Welcome to Day 18 of our Free Computer Vision Course! 🚀 In the previous class, we saw how Fast R-CNN improved speed but was still held back by the slow "Selective Search" algorithm. Today, we break that final barrier with Faster R-CNN! This session is dedicated to the algorithm that truly made real-time object detection possible. We will explore how replacing the external region proposal method with a learning-based Region Proposal Network (RPN) revolutionized the field. Note: The lecture and technical explanations are delivered entirely in the Bangla language (বাংলা). 🧠 What You Will Master in This Advanced Session: 👉 Fast R-CNN Recap: A quick look at why it was still not "Fast" enough (the bottleneck). 👉 Faster R-CNN Architecture: Understanding the unified network design. 👉 Region Proposal Network (RPN): The heart of Faster R-CNN—learning how to propose regions using a neural network instead of traditional algorithms. 👉 Anchor Boxes: The concept of Anchors and how they handle objects of different scales and aspect ratios. 👉 End-to-End Training: How the RPN and the classifier share convolutional features for maximum efficiency. 👉 Comparison: Fast R-CNN vs. Faster R-CNN performance analysis. 👉 This session is crucial for anyone preparing for Deep Learning interviews or university exams! If you are aiming for a career in Computer Vision, understanding Faster R-CNN is an absolute requirement! 📢 Follow Inception BD for more information: 🌐 Website: https://inceptionbd.com/ 📢 Follow us on Social Media: 🔗 Our Automation Channel:-    / @inceptionautomation   🔗 Our Facebook Page:-   / inceptionforfuture   🔗Our Facebook Group:-   / inceptionforall   🔗Our LinkedIn:-   / inceptionbd   🔗Our Telegram Channel:- https://t.me/inception_bd 🔗Our What's App Community:- https://chat.whatsapp.com/CbHbKxRNeyg... 🎯 Gmail:- learn.inception@gmail.com 🔴 Keywords Covered in this Video: 👉 Faster R-CNN Architecture Explained 👉 Region Proposal Network (RPN) in Depth 👉 Fast R-CNN vs Faster R-CNN Difference 👉 What are Anchor Boxes in Object Detection 👉 Real-time Object Detection Algorithms 👉 Deep Learning Bangla Tutorial 👉 Computer Vision Course Day 18 👉 RPN Loss Function 🔔 Connect with Inception BD: Don't forget to Subscribe and hit the bell icon so you don't miss any live sessions or new tutorials! #FasterRCNN #FastRCNN #RPN #objectdetection #deeplearning #computervision #banglatutorial #day18 #inceptionbd #computervisionbangla #freecourse