# Image Classification on ImageNet (Acc, Mean Rad, Avg All, Avg Cert, Avg Rej) Source: [Image Classification on ImageNet (Acc, Mean Rad, Avg All, Avg Cert, Avg Rej)]() Collection index: [llms.txt]() Data updated: 2026-06-29T06:50:24.901Z Evaluation of Image Classification performance on the standard ImageNet dataset, reporting standard accuracy alongside specialized metrics related to radius, certification, and rejection rates. 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) | ImageNet | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [Mean Radius](): Lower is better; unit: SCALAR. - [Average Score (All)](): Higher is better; unit: SCALAR. - [Average Certified Score](): Higher is better; unit: SCALAR. - [Average Rejection Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Cohen-10k | 74.7 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 74.2 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 72.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-10k | 72.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 72.4 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 72.3 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 72 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 71.3 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 71.2 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 71.2 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-10k | 69.7 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 68.9 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 68.5 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 68.5 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 68.4 | Not recorded | 6a41fc22206542251d7ccbdb | ### Cohen-10k Accuracy: 74.7. Result ID: 6a4215a9fbc373592c86b7d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 74.2. Result ID: 6a4215a9fbc373592c86b7d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### KT Accuracy: 72.6. Result ID: 6a4215a9fbc373592c86b7cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Cohen-10k Accuracy: 72.6. Result ID: 6a4215a9fbc373592c86b7d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Global Champ Accuracy: 72.4. Result ID: 6a4215a9fbc373592c86b7ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Specialist Accuracy: 72.3. Result ID: 6a4215a9fbc373592c86b7cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 72. Result ID: 6a4215a9fbc373592c86b7d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### KT Accuracy: 71.3. Result ID: 6a4215a9fbc373592c86b7d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Global Champ Accuracy: 71.2. Result ID: 6a4215a9fbc373592c86b7d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Specialist Accuracy: 71.2. Result ID: 6a4215a9fbc373592c86b7d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Cohen-10k Accuracy: 69.7. Result ID: 6a4215a9fbc373592c86b7da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 68.9. Result ID: 6a4215a9fbc373592c86b7db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Global Champ Accuracy: 68.5. Result ID: 6a4215a9fbc373592c86b7d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Specialist Accuracy: 68.5. Result ID: 6a4215a9fbc373592c86b7d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### KT Accuracy: 68.4. Result ID: 6a4215a9fbc373592c86b7d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.