This repository provides Keras implementations of YOLOv4 and PPYOLO, two state-of-the-art object detection models. It includes custom deformable convolution (DCNv2) implementations in pure TensorFlow/Python without requiring compilation. The models are benchmarked on the COCO dataset with mAP metrics across different input resolutions and backbone networks.