GTSDB - German Traffic Sign Detection Benchmark Computer Vision Project
This project was created by downloading the GTSDB German Traffic Sign Detection Benchmark
dataset from Kaggle and importing the annotated training set files (images and annotation files)
to Roboflow.
https://www.kaggle.com/datasets/safabouguezzi/german-traffic-sign-detection-benchmark-gtsdb
- Original home of the dataset: https://benchmark.ini.rub.de/?section=gtsdb&subsection=dataset - Institut Für Neuroinformatik
The annotation files were adjusted to conform to the YOLO Keras TXT format prior to upload, as the original format did not include a label map file.
v1 contains the original imported images, without augmentations. This is the version to download and import to your own project if you'd like to add your own augmentations.
v2 contains an augmented version of the dataset, with annotations. This version of the project was trained with Roboflow's "FAST" model.
v3 contains an augmented version of the dataset, with annotations. This version of the project was trained with Roboflow's "ACCURATE" model.
Trained Model API
This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.
Cite this Project
If you use this dataset in a research paper, please cite it using the following BibTeX:
@misc{ gtsdb---german-traffic-sign-detection-benchmark_dataset,
title = { GTSDB - German Traffic Sign Detection Benchmark Dataset },
type = { Open Source Dataset },
author = { Mohamed Traore },
howpublished = { \url{ https://universe.roboflow.com/mohamed-traore-2ekkp/gtsdb---german-traffic-sign-detection-benchmark } },
url = { https://universe.roboflow.com/mohamed-traore-2ekkp/gtsdb---german-traffic-sign-detection-benchmark },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2022 },
month = { jul },
note = { visited on 2023-10-04 },
}
Source
Last Updated
a year ago
Project Type
Object Detection
Subject
signs
Classes
ANIMALS, CONSTRUCTION, CYCLES CROSSING, DANGER, NO ENTRY, PEDESTRIAN CROSSING, SCHOOL CROSSING, SNOW, STOP, bend, bend left, bend right, give way, go left, go left or straight, go right, go right or straight, go straight, keep left, keep right, no overtaking, no overtaking (trucks), no traffic both ways, no trucks, priority at next intersection, priority road, restriction ends, restriction ends (overtaking (trucks)), restriction ends (overtaking), restriction ends 80, road narrows, roundabout, slippery road, speed limit 100, speed limit 120, speed limit 20, speed limit 30, speed limit 50, speed limit 60, speed limit 70, speed limit 80, traffic signal, uneven road
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