# Image Classification on CIFAR80N-O Sym-20% (test) Source: [Image Classification on CIFAR80N-O Sym-20% (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:33.940Z Evaluation of Image Classification performance on the CIFAR80N-O test set corrupted by 20% symmetric 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 Sym-20% (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 | 67.81 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-soft | 67 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-hard | 65.87 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Jo-SRC | 65.83 | Not recorded | 69705d93e25ad2fa9d1ed162 | | CA2C | 64.59 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NPN | 63.78 | Not recorded | 69705d93e25ad2fa9d1ed162 | | FINE | 61.43 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching | 60.38 | Not recorded | 69705d93e25ad2fa9d1ed162 | | SOP | 60.17 | Not recorded | 69705d93e25ad2fa9d1ed162 | | JoCoR | 59.99 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-LDL | 58.81 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NCE | 58.53 | Not recorded | 69705d93e25ad2fa9d1ed162 | | TopoFilter | 54.62 | Not recorded | 69705d93e25ad2fa9d1ed162 | | UNICON | 54.5 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching+ | 53.97 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Decoupling | 43.49 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Standard | 29.37 | Not recorded | 69705d93e25ad2fa9d1ed162 | ### Jo-SNC Accuracy: 67.81. Result ID: 6997ab6c5698665ec40190bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNP-soft Accuracy: 67. Result ID: 6997ab6c5698665ec40190b5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNP-hard Accuracy: 65.87. Result ID: 6997ab6c5698665ec40190b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jo-SRC Accuracy: 65.83. Result ID: 6997ab6c5698665ec40190b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CA2C Accuracy: 64.59. Result ID: 6997ab6c5698665ec40190ba. [Reporting paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NPN Accuracy: 63.78. Result ID: 6997ab6c5698665ec40190b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### FINE Accuracy: 61.43. Result ID: 6997ab6c5698665ec40190b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-teaching Accuracy: 60.38. Result ID: 6997ab6c5698665ec40190ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOP Accuracy: 60.17. Result ID: 6997ab6c5698665ec40190b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### JoCoR Accuracy: 59.99. Result ID: 6997ab6c5698665ec40190af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-LDL Accuracy: 58.81. Result ID: 6997ab6c5698665ec40190b3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCE Accuracy: 58.53. Result ID: 6997ab6c5698665ec40190b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### TopoFilter Accuracy: 54.62. Result ID: 6997ab6c5698665ec40190b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### UNICON Accuracy: 54.5. Result ID: 6997ab6c5698665ec40190b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-teaching+ Accuracy: 53.97. Result ID: 6997ab6c5698665ec40190ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Accuracy: 43.49. Result ID: 6997ab6c5698665ec40190ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Accuracy: 29.37. Result ID: 6997ab6c5698665ec40190ab. [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.