# Image Classification on CIFAR80N-O Asym-40% (test) Source: [Image Classification on CIFAR80N-O Asym-40% (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:33.975Z Evaluation of Image Classification performance on the CIFAR80N-O test set corrupted specifically with 40% asymmetric noise. 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) | CIFAR80N-O Asym-40% (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Jo-SNC | 62.57 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-soft | 61.23 | Not recorded | 69705d93e25ad2fa9d1ed162 | | CA2C | 60.19 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NPN | 58.5 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NCE | 56.4 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-hard | 56.17 | Not recorded | 69705d93e25ad2fa9d1ed162 | | SOP | 53.34 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Jo-SRC | 53.03 | Not recorded | 69705d93e25ad2fa9d1ed162 | | UNICON | 51.5 | Not recorded | 69705d93e25ad2fa9d1ed162 | | TopoFilter | 51.35 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-LDL | 50.69 | Not recorded | 69705d93e25ad2fa9d1ed162 | | FINE | 48.68 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching+ | 43.01 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching | 42.42 | Not recorded | 69705d93e25ad2fa9d1ed162 | | JoCoR | 39.37 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Decoupling | 33.74 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Standard | 22.25 | Not recorded | 69705d93e25ad2fa9d1ed162 | ### Jo-SNC Accuracy: 62.57. Result ID: 6997ab6c5698665ec40190ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNP-soft Accuracy: 61.23. Result ID: 6997ab6c5698665ec40190e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CA2C Accuracy: 60.19. Result ID: 6997ab6c5698665ec40190ed. [Reporting paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NPN Accuracy: 58.5. Result ID: 6997ab6c5698665ec40190ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NCE Accuracy: 56.4. Result ID: 6997ab6c5698665ec40190ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-hard Accuracy: 56.17. Result ID: 6997ab6c5698665ec40190e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOP Accuracy: 53.34. Result ID: 6997ab6c5698665ec40190eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Jo-SRC Accuracy: 53.03. Result ID: 6997ab6c5698665ec40190e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNICON Accuracy: 51.5. Result ID: 6997ab6c5698665ec40190e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### TopoFilter Accuracy: 51.35. Result ID: 6997ab6c5698665ec40190e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-LDL Accuracy: 50.69. Result ID: 6997ab6c5698665ec40190e6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FINE Accuracy: 48.68. Result ID: 6997ab6c5698665ec40190e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-teaching+ Accuracy: 43.01. Result ID: 6997ab6c5698665ec40190e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Accuracy: 42.42. Result ID: 6997ab6c5698665ec40190e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCoR Accuracy: 39.37. Result ID: 6997ab6c5698665ec40190e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Accuracy: 33.74. Result ID: 6997ab6c5698665ec40190df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Accuracy: 22.25. Result ID: 6997ab6c5698665ec40190de. [Reporting paper]() 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.