This repository is a study into the Darknet YOLO framework on the German Traffic Sign Detection Benchmark (GTSDB) dataset.

1. Clone this repository
2. Build the Darknet framework and its dependencies from the Darknet repository (https://github.com/AlexeyAB/darknet)
3. In the darknet/build/darknet/x64/ folder:
   • Copy yolov4-gtsdb_2.cfg from this repository to cfg/
   • Copy gtsdb_2.data and gtsdb_2.names from this repository to data/gtsdb_2/
   • Copy the annotated_imgs folder from the P1 folder in this repository to data/gtsdb_2/
   • Copy the files in the results/run_2/backup folder from the P2 folder from this repository into backup/
   • Open Command Prompt and run darknet.exe detector map data/gtsdb_2/gtsdb_2.data cfg/yolov4-gtsdb_2.cfg backup/yolov4-gtsdb_2_<DESIRED WEIGHTS CONFIGURATION HERE>.weights

Possible issues that may arise may come from mismatched filepaths. Please double check the annotated_imgs files if you have any trouble with training the detector.