# Image Classification on CIFAR-10 (Symmetric/Asymmetric Accuracy) Source: [Image Classification on CIFAR-10 (Symmetric/Asymmetric Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:12:11.535Z Evaluation of Image Classification performance on the CIFAR-10 dataset, focusing on specialized Symmetric and Asymmetric accuracy measures. 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 | Symmetric 20% Acc | | 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 - [Symmetric 20% Acc](): Higher is better; unit: PERCENT. - [Symmetric 50% Acc](): Higher is better; unit: PERCENT. - [Symmetric 80% Acc](): Higher is better; unit: PERCENT. - [Asymmetric 40% Acc](): Higher is better; unit: PERCENT. - [Average Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Symmetric 20% Acc | Result date | Report paper | | --- | --- | --- | --- | | RGC | 93.5 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | IDO | 90.4 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | RRL | 88.4 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | EarlyCut | 87.9 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | DCD | 87.6 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | ProMix | 87.4 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | L2B | 86.7 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | PSSCL | 82.3 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | LongReMix | 81.4 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | DivideMix | 79.5 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | GCE | 77.2 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | Standard CE | 73.4 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | | UNICON | 72.8 | Not recorded | 6a0bee9fdbc836b87d82c4b6 | ### RGC Symmetric 20% Acc: 93.5. Result ID: 6a0c3734fbc373592c02de35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDO Symmetric 20% Acc: 90.4. Result ID: 6a0c3734fbc373592c02de34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RRL Symmetric 20% Acc: 88.4. Result ID: 6a0c3734fbc373592c02de2c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EarlyCut Symmetric 20% Acc: 87.9. Result ID: 6a0c3734fbc373592c02de33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCD Symmetric 20% Acc: 87.6. Result ID: 6a0c3734fbc373592c02de32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProMix Symmetric 20% Acc: 87.4. Result ID: 6a0c3734fbc373592c02de2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2B Symmetric 20% Acc: 86.7. Result ID: 6a0c3734fbc373592c02de30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSSCL Symmetric 20% Acc: 82.3. Result ID: 6a0c3734fbc373592c02de31. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LongReMix Symmetric 20% Acc: 81.4. Result ID: 6a0c3734fbc373592c02de2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DivideMix Symmetric 20% Acc: 79.5. Result ID: 6a0c3734fbc373592c02de2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Symmetric 20% Acc: 77.2. Result ID: 6a0c3734fbc373592c02de2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard CE Symmetric 20% Acc: 73.4. Result ID: 6a0c3734fbc373592c02de29. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICON Symmetric 20% Acc: 72.8. Result ID: 6a0c3734fbc373592c02de2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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