In my articles series: Classical Deep learning network, I implemented a classical one-stage object detector, yolov1, and validated its performance on PASCAL VOC dataset. Link: https://acrocanthosaurus627.medium.com/object-detection-from-scratch-with-pytorch-yolov1-a56b49024c22