# Image Classification on GTSRB (Accuracy, Frequency of teacher queries) Source: [Image Classification on GTSRB (Accuracy, Frequency of teacher queries)]() Collection index: [llms.txt]() Data updated: 2026-04-08T09:12:47.123Z Evaluation of standard Image Classification performance on the GTSRB dataset, reporting overall Accuracy and the frequency of teacher queries used during evaluation. 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 | Image Classification | | Dataset (including any stated split) | GTSRB | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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. - [Teacher Query Frequency (T(x))](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Offline ICD | 72.6 | Not recorded | 68fa7c501e209131cea8d824 | | ICD | 70.8 | Not recorded | 68fa7c501e209131cea8d824 | | GPT-4o | 68.1 | Not recorded | 68fa7c501e209131cea8d824 | | Offline ICD | 66.1 | Not recorded | 68fa7c501e209131cea8d824 | | ICD | 61.9 | Not recorded | 68fa7c501e209131cea8d824 | | BestofN | 50.4 | Not recorded | 68fa7c501e209131cea8d824 | | Self-labeling | 47.7 | Not recorded | 68fa7c501e209131cea8d824 | | 0-shot | 47.2 | Not recorded | 68fa7c501e209131cea8d824 | | BestofN | 44.2 | Not recorded | 68fa7c501e209131cea8d824 | | 0-shot | 42.6 | Not recorded | 68fa7c501e209131cea8d824 | | Self-labeling | 41.6 | Not recorded | 68fa7c501e209131cea8d824 | | CoT | 41 | Not recorded | 68fa7c501e209131cea8d824 | | CoT | 32.1 | Not recorded | 68fa7c501e209131cea8d824 | ### Offline ICD Accuracy: 72.6. Result ID: 69d61bfd47f34ce924bee5ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. ### ICD Accuracy: 70.8. Result ID: 69d61bfd47f34ce924bee5b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 68.1. Result ID: 69d61bfd47f34ce924bee5bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Offline ICD Accuracy: 66.1. Result ID: 69d61bfd47f34ce924bee5bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### ICD Accuracy: 61.9. Result ID: 69d61bfd47f34ce924bee5b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### BestofN Accuracy: 50.4. Result ID: 69d61bfd47f34ce924bee5b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### Self-labeling Accuracy: 47.7. Result ID: 69d61bfd47f34ce924bee5b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### 0-shot Accuracy: 47.2. Result ID: 69d61bfd47f34ce924bee5b1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### BestofN Accuracy: 44.2. Result ID: 69d61bfd47f34ce924bee5b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. ### 0-shot Accuracy: 42.6. Result ID: 69d61bfd47f34ce924bee5b0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. ### Self-labeling Accuracy: 41.6. Result ID: 69d61bfd47f34ce924bee5b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. ### CoT Accuracy: 41. Result ID: 69d61bfd47f34ce924bee5b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5"}. This record does not assert independent reproduction. ### CoT Accuracy: 32.1. Result ID: 69d61bfd47f34ce924bee5b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OneVision"}. This record does not assert independent reproduction. Page 1 of 1. 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