# Image Classification on CIFAR-10 (test) (Symmetric/Asymmetric Accuracy Benchmarking) Source: [Image Classification on CIFAR-10 (test) (Symmetric/Asymmetric Accuracy Benchmarking)]() Collection index: [llms.txt]() Data updated: 2026-05-13T08:05:47.293Z Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting accuracy under specific symmetric and asymmetric perturbation or error thresholds. 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 (test) | | Metric | Accuracy (Symmetric 20%) | | 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 (Symmetric 20%)](): Higher is better; unit: PERCENT. - [Accuracy (Symmetric 50%)](): Higher is better; unit: PERCENT. - [Accuracy (Symmetric 80%)](): Higher is better; unit: PERCENT. - [Accuracy (Symmetric 90%)](): Higher is better; unit: PERCENT. - [Accuracy (Asymmetric 40%)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Symmetric 20%) | Result date | Report paper | | --- | --- | --- | --- | | DivideMix | 96.1 | Not recorded | 69b78e770636e5bf4afbdb99 | | Mixup | 95.6 | Not recorded | 69b78e770636e5bf4afbdb99 | | JEC | 95.6 | Not recorded | 69b78e770636e5bf4afbdb99 | | LossModel | 94 | Not recorded | 69b78e770636e5bf4afbdb99 | | PENCIL | 92.4 | Not recorded | 69b78e770636e5bf4afbdb99 | | Coteaching | 89.5 | Not recorded | 69b78e770636e5bf4afbdb99 | | HamBR | 88.8 | Not recorded | 6a0405b7dbc836b87d827693 | | RRL | 88.4 | Not recorded | 6a0405b7dbc836b87d827693 | | FEC | 88.1 | Not recorded | 69b78e770636e5bf4afbdb99 | | ProMix | 87.4 | Not recorded | 6a0405b7dbc836b87d827693 | | CE | 86.8 | Not recorded | 69b78e770636e5bf4afbdb99 | | Forward | 86.8 | Not recorded | 69b78e770636e5bf4afbdb99 | | L2B | 86.7 | Not recorded | 6a0405b7dbc836b87d827693 | | LongReMix | 81.4 | Not recorded | 6a0405b7dbc836b87d827693 | | PSSCL | 80.7 | Not recorded | 6a0405b7dbc836b87d827693 | | DivideMix | 79.5 | Not recorded | 6a0405b7dbc836b87d827693 | | GCE | 77.2 | Not recorded | 6a0405b7dbc836b87d827693 | | Standard CE | 73.4 | Not recorded | 6a0405b7dbc836b87d827693 | | UNICON | 72.8 | Not recorded | 6a0405b7dbc836b87d827693 | ### DivideMix Accuracy (Symmetric 20%): 96.1. Result ID: 69b7d75e47f34ce924a01cbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixup Accuracy (Symmetric 20%): 95.6. Result ID: 69b7d75e47f34ce924a01cbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JEC Accuracy (Symmetric 20%): 95.6. Result ID: 69b7d75e47f34ce924a01cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LossModel Accuracy (Symmetric 20%): 94. Result ID: 69b7d75e47f34ce924a01cba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PENCIL Accuracy (Symmetric 20%): 92.4. Result ID: 69b7d75e47f34ce924a01cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Coteaching Accuracy (Symmetric 20%): 89.5. Result ID: 69b7d75e47f34ce924a01cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HamBR Accuracy (Symmetric 20%): 88.8. Result ID: 6a0430d047f34ce924e9f0eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RRL Accuracy (Symmetric 20%): 88.4. Result ID: 6a0430d047f34ce924e9f0e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEC Accuracy (Symmetric 20%): 88.1. Result ID: 69b7d75e47f34ce924a01cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProMix Accuracy (Symmetric 20%): 87.4. Result ID: 6a0430d047f34ce924e9f0e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE Accuracy (Symmetric 20%): 86.8. Result ID: 69b7d75e47f34ce924a01cb7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy (Symmetric 20%): 86.8. Result ID: 69b7d75e47f34ce924a01cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2B Accuracy (Symmetric 20%): 86.7. Result ID: 6a0430d047f34ce924e9f0e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LongReMix Accuracy (Symmetric 20%): 81.4. Result ID: 6a0430d047f34ce924e9f0e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSSCL Accuracy (Symmetric 20%): 80.7. Result ID: 6a0430d047f34ce924e9f0ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DivideMix Accuracy (Symmetric 20%): 79.5. Result ID: 6a0430d047f34ce924e9f0e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Accuracy (Symmetric 20%): 77.2. Result ID: 6a0430d047f34ce924e9f0e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard CE Accuracy (Symmetric 20%): 73.4. Result ID: 6a0430d047f34ce924e9f0e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICON Accuracy (Symmetric 20%): 72.8. Result ID: 6a0430d047f34ce924e9f0e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.