GTSRB (German Traffic Sign Recognition Benchmark)

Introduced by Stallkamp et al. in computer: Benchmarking machine learning algorithms for traffic sign recognition

The German Traffic Sign Recognition Benchmark (GTSRB) contains 43 classes of traffic signs, split into 39,209 training images and 12,630 test images. The images have varying light conditions and rich backgrounds.

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Benchmarks

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Task	Dataset Variant	Best Model
Domain Adaptation	SYNSIG-to-GTSRB	DFA-MCD
Traffic Sign Recognition	GTSRB	CNN with 3 Spatial Transformers
Domain Adaptation	Synth Signs-to-GTSRB	Mean teacher
Image Clustering	GTSRB	TURTLE