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Papers Benchmarks Datasets Tasks

Traffic Sign Classification research benchmarks · SOTA2 Research

Traffic Sign Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Traffic Sign dataset

97.33Recall

45

Mar 4, 2026

100Balanced Accuracy (BA)

10

May 19, 2026

Customized Traffic Sign Dataset

GAN-based single-stage defense strategy

0.08Defense Time (ms)

8

Mar 4, 2026

Elytra Sequence Two

99.57Clean Accuracy

6

Mar 10, 2026

GTSRB Physical 30km/h Speed Limit Sign (30cm POV display) (test)

POV display attack (ResNet-50)

16.69ASR (5m)

4

Jun 30, 2026

GTSRB Physical Stop Sign (30cm POV display) (test)

POV display attack (ResNet-50)

100ASR (5m)

4

Jun 30, 2026

Physical world traffic sign GSL (test)

55.56Accuracy (Raw)

3

Feb 26, 2026

Physical world traffic sign NE (test)

100Accuracy (Raw)

3

Feb 26, 2026

Physical world traffic sign SL (test)

55.56Accuracy (Raw)

3

Feb 26, 2026

Popular datasets

GTSRB Physical world traffic sign Traffic signs Traffic Sign Traffic Sign Dataset

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