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GTSDB - German Traffic Sign Detection Benchmark

Object Detection
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GTSDB - German Traffic Sign Detection Benchmark Computer Vision Project

Mohamed Traore

Updated 2 years ago

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Tags
Object Detection Model
Classes (43)
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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Description

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

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.

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Try it in your browser, or deploy via our Hosted Inference API and other deployment methods.

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Cite This Project

LICENSE
CC BY 4.0

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 2024-11-21 },
                            }

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