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Darknet (neural network framework)

YOLOv4 model zoo: https://github.com/AlexeyAB/darknet/wiki/YOLOv4-model-zoo

FAQ - frequently asked questions: FAQ - frequently asked questions

Basic terms:

There are several tasks that are implemented in the Darknet framework:

Training and Evaluation of speed and accuracy on MS COCO

  1. Train Classifier on ImageNet (ILSVRC2012): https://github.com/AlexeyAB/darknet/wiki/Train-Classifier-on-ImageNet-(ILSVRC2012)

  2. Train YOLOv4 Detector on MS COCO (trainvalno5k 2014) dataset: https://github.com/AlexeyAB/darknet/wiki/Train-Detector-on-MS-COCO-(trainvalno5k-2014)-dataset

  3. How to evaluate accuracy and speed of YOLOv4 on MS COCO dataset: https://github.com/AlexeyAB/darknet/wiki/How-to-evaluate-accuracy-and-speed-of-YOLOv4

Training and Evaluation on other Datasets

  1. Train and Evaluate Detector on Pascal VOC (VOCtrainval 2007 2012) dataset: https://github.com/AlexeyAB/darknet/wiki/Train-and-Evaluate-Detector-on-Pascal-VOC-(VOCtrainval-2007-2012)-dataset

Meaning of configuration parameters in the cfg-files

  1. CFG-Parameters in the [net] section: https://github.com/AlexeyAB/darknet/wiki/CFG-Parameters-in-the-%5Bnet%5D-section

  2. CFG-Parameters in the different layers: https://github.com/AlexeyAB/darknet/wiki/CFG-Parameters-in-the-different-layers

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