darkflow translates Darknet-style YOLO neural networks into TensorFlow, enabling real-time object detection and classification. It supports loading pre-trained Darknet weights, retraining or fine-tuning on custom datasets, and exporting frozen TensorFlow graphs for deployment on mobile devices. The tool wraps the detection pipeline in a simple command-line interface for image and video processing.