Datasets

Public Datasets

Traffic Sign Detection

Germany

GTSDB

Belgium

BelgiumTS

Slovenia

DFG Traffic Sign Data Set - ViCoS Lab

Croatia

MASTIF: datasets

Explanation A

Explanation B

Sweden

Traffic Signs Dataset

Worldwide - MTSD (Mapillary)

paper

Mapillary Download

US (LISA)

GTDLBench

AminJun/lisa: LISA Traffic Signs Dataset for Pytorch. For Classification. 32x32 images. I use this to reproduce the Activation Clustering Results.

China

Tsinghua-Tencent 100k

Traffic Sign Detection Database

Specific Traffic Signs

Stop Signs

Open Images Dataset

Traffic Sign Recognition

Germany

GTSRB

Data Preprocessing

For darknet

• German/Belgium/Russian/LISA/MASTIF Traffic Sign Datasets for Detection - use this parsers: https://github.com/angeligareta/Datasets2Darknet#detection-task

Create Custom Dataset

For darknet YoloV2, V3, V4

• AlexeyAB labeling tool: https://github.com/AlexeyAB/darknet#how-to-mark-bounded-boxes-of-objects-and-create-annotation-files

Other

• AlexeyAB list: https://github.com/AlexeyAB/darknet#how-to-mark-bounded-boxes-of-objects-and-create-annotation-files
• Format: KITTI
  • annotate-to-KITTI
• Format: VOC
  • Nvidia pytorch-collect-detection
  • Youtube Nvidia Developer Tutorial
    • this tutorial also contains some tips and tricks about
      • how to train an SSD-Mobilenet
      • how to create a good object detection dataset for SSD-Mobilenet