This repository provides a PyTorch implementation of Faster RCNN, a widely-used object detection architecture. It includes custom CUDA extensions for RoI pooling on both CPU and GPU, training pipeline for VOC2007 dataset, and TensorBoard support for monitoring. The project is based on the original Faster RCNN paper by Ren et al. and serves as a reference implementation for understanding region-based object detection models.