# Image Classification on CIFAR-10 (Acc, Mean Rad, Avg Cert, Avg Rej) Source: [Image Classification on CIFAR-10 (Acc, Mean Rad, Avg Cert, Avg Rej)]() Collection index: [llms.txt]() Data updated: 2026-06-29T06:50:24.962Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard accuracy alongside specialized metrics related to radius (Mean Rad), overall performance (Avg All), certification (Avg Cert), and rejection rates (Avg Rej). 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) | CIFAR-10 | | 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](): Higher is better; unit: SCALAR. - [Average All Score](): Higher is better; unit: SCALAR. - [Average Certification Score](): Higher is better; unit: SCALAR. - [Average Rejection Rate](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Cohen-10k | 78.8 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 77.8 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 74 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 73.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 72.2 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-10k | 62.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 61 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 58.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 58.6 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 57 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-10k | 44.4 | Not recorded | 6a41fc22206542251d7ccbdb | | Cohen-1k | 43.8 | Not recorded | 6a41fc22206542251d7ccbdb | | KT | 41.8 | Not recorded | 6a41fc22206542251d7ccbdb | | Specialist | 41.8 | Not recorded | 6a41fc22206542251d7ccbdb | | Global Champ | 41.2 | Not recorded | 6a41fc22206542251d7ccbdb | ### Cohen-10k Accuracy: 78.8. Result ID: 6a4215a9fbc373592c86b7ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 77.8. Result ID: 6a4215a9fbc373592c86b7ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Specialist Accuracy: 74. Result ID: 6a4215a9fbc373592c86b7ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### KT Accuracy: 73.6. Result ID: 6a4215a9fbc373592c86b7eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Global Champ Accuracy: 72.2. Result ID: 6a4215a9fbc373592c86b7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.25"}. This record does not assert independent reproduction. ### Cohen-10k Accuracy: 62.6. Result ID: 6a4215a9fbc373592c86b7f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 61. Result ID: 6a4215a9fbc373592c86b7f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### KT Accuracy: 58.6. Result ID: 6a4215a9fbc373592c86b7f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Specialist Accuracy: 58.6. Result ID: 6a4215a9fbc373592c86b7f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Global Champ Accuracy: 57. Result ID: 6a4215a9fbc373592c86b7f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"0.5"}. This record does not assert independent reproduction. ### Cohen-10k Accuracy: 44.4. Result ID: 6a4215a9fbc373592c86b7f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Cohen-1k Accuracy: 43.8. Result ID: 6a4215a9fbc373592c86b7f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### KT Accuracy: 41.8. Result ID: 6a4215a9fbc373592c86b7f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Specialist Accuracy: 41.8. Result ID: 6a4215a9fbc373592c86b7f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sigma":"1."}. This record does not assert independent reproduction. ### Global Champ Accuracy: 41.2. Result ID: 6a4215a9fbc373592c86b7f6. [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.