# Traffic Sign Recognition on GTSRB Source: [Traffic Sign Recognition on GTSRB]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:03:59.366Z Evaluation of Traffic Sign Recognition performance on the GTSRB dataset, measured by accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Traffic Sign Recognition | | Dataset (including any stated split) | GTSRB | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SABLE | 97.35 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 97.05 | Not recorded | 69cca6be0636e5bf4afcbd44 | | FedAvg | 96.8 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 96.65 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 96.65 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 96.6 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 96.55 | Not recorded | 69cca6be0636e5bf4afcbd44 | | MultiKrum | 96.3 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Trimmed Mean | 96.1 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 94.45 | Not recorded | 69cca6be0636e5bf4afcbd44 | | FLAME | 94 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 92.45 | Not recorded | 69cca6be0636e5bf4afcbd44 | | BLM | 91.5 | Not recorded | 68fa75741e209131cea68084 | | None | 91.4 | Not recorded | 68fa75741e209131cea68084 | | One-to-one Mapping | 91.3 | Not recorded | 68fa75741e209131cea68084 | | BLM+ | 90.9 | Not recorded | 68fa75741e209131cea68084 | | FilterFL | 78.85 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 73.8 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 72.85 | Not recorded | 69cca6be0636e5bf4afcbd44 | ### SABLE Accuracy: 97.35. Result ID: 69ccd15f47f34ce924b65af2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FedAvg"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 97.05. Result ID: 69ccd15f47f34ce924b65aee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"Trimmed Mean"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 96.8. Result ID: 69ccd15f47f34ce924b65ae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Attack Type":"Benign-Only"}. This record does not assert independent reproduction. ### SABLE Accuracy: 96.65. Result ID: 69ccd15f47f34ce924b65af5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FLAME"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 96.65. Result ID: 69ccd15f47f34ce924b65aef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"MultiKrum"}. This record does not assert independent reproduction. ### SABLE Accuracy: 96.6. Result ID: 69ccd15f47f34ce924b65af3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"Trimmed Mean"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 96.55. Result ID: 69ccd15f47f34ce924b65af0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FLAME"}. This record does not assert independent reproduction. ### MultiKrum Accuracy: 96.3. Result ID: 69ccd15f47f34ce924b65aea. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Attack Type":"Benign-Only"}. This record does not assert independent reproduction. ### Trimmed Mean Accuracy: 96.1. Result ID: 69ccd15f47f34ce924b65ae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Attack Type":"Benign-Only"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 94.45. Result ID: 69ccd15f47f34ce924b65aed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FedAvg"}. This record does not assert independent reproduction. ### FLAME Accuracy: 94. Result ID: 69ccd15f47f34ce924b65aeb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Attack Type":"Benign-Only"}. This record does not assert independent reproduction. ### SABLE Accuracy: 92.45. Result ID: 69ccd15f47f34ce924b65af4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"MultiKrum"}. This record does not assert independent reproduction. ### BLM Accuracy: 91.5. Result ID: 6993c1ec3a6c314849184f26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B32)"}. This record does not assert independent reproduction. ### None Accuracy: 91.4. Result ID: 6993c1ec3a6c314849184f24. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B32)","Mapping":"None"}. This record does not assert independent reproduction. ### One-to-one Mapping Accuracy: 91.3. Result ID: 6993c1ec3a6c314849184f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B32)","Mapping":"One-to-one Mapping"}. This record does not assert independent reproduction. ### BLM+ Accuracy: 90.9. Result ID: 6993c1ec3a6c314849184f27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B32)"}. This record does not assert independent reproduction. ### FilterFL Accuracy: 78.85. Result ID: 69ccd15f47f34ce924b65aec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Attack Type":"Benign-Only"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 73.8. Result ID: 69ccd15f47f34ce924b65af1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FilterFL"}. This record does not assert independent reproduction. ### SABLE Accuracy: 72.85. Result ID: 69ccd15f47f34ce924b65af6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Aggregation/Defense":"FilterFL"}. This record does not assert independent reproduction. Page 1 of 1. 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