German Traffic Sign Recognition Benchmark
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.
Source: Invisible Backdoor Attacks Against Deep Neural Networks
Image Source: https://www.researchgate.net/figure/An-example-of-the-43-traffic-sign-classes-of-GTSRB-dataset_fig9_311896388
Variants: GTSRB, Synth Signs-to-GTSRB, SYNSIG-to-GTSRB
This dataset is used in 2 benchmarks:
| Task | Model | Paper | Date |
|---|---|---|---|
| Image Classification | SAG-ViT | SAG-ViT: A Scale-Aware, High-Fidelity Patching … | 2024-11-14 |
| Image Clustering | TURTLE (CLIP + DINOv2) | Let Go of Your Labels … | 2024-06-11 |
Recent papers with results on this dataset: