Unlock the mechanics of Object Detection with our deep dive into R-CNN. Moving beyond simple image classification, this guide explores how machines localize objects using Bounding Boxes, Selective Search, and Support Vector Machines. Whether you are calculating IoU or understanding the transition from sliding windows to smart proposals, this article covers the complete R-CNN architecture and evaluation metrics.