# Image Classification on CIFAR80N-O Sym-50% (test) Source: [Image Classification on CIFAR80N-O Sym-50% (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:33.961Z Evaluation of Image Classification performance on the CIFAR80N-O test set corrupted specifically with 50% symmetry 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-50% (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 | 61.78 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-soft | 59.08 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Jo-SRC | 58.51 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NCE | 57.08 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NPN | 56.91 | Not recorded | 69705d93e25ad2fa9d1ed162 | | CA2C | 56.86 | Not recorded | 69705d93e25ad2fa9d1ed162 | | SOP | 54.77 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-hard | 54.41 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching | 52.42 | Not recorded | 69705d93e25ad2fa9d1ed162 | | FINE | 52.23 | Not recorded | 69705d93e25ad2fa9d1ed162 | | UNICON | 50.73 | Not recorded | 69705d93e25ad2fa9d1ed162 | | JoCoR | 50.61 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-LDL | 48.64 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching+ | 46.75 | Not recorded | 69705d93e25ad2fa9d1ed162 | | TopoFilter | 41.21 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Decoupling | 28.22 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Standard | 13.87 | Not recorded | 69705d93e25ad2fa9d1ed162 | ### Jo-SNC Accuracy: 61.78. Result ID: 6997ab6c5698665ec40190cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNP-soft Accuracy: 59.08. Result ID: 6997ab6c5698665ec40190c6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jo-SRC Accuracy: 58.51. Result ID: 6997ab6c5698665ec40190c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCE Accuracy: 57.08. Result ID: 6997ab6c5698665ec40190c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NPN Accuracy: 56.91. Result ID: 6997ab6c5698665ec40190ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### CA2C Accuracy: 56.86. Result ID: 6997ab6c5698665ec40190cb. [Reporting paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### SOP Accuracy: 54.77. Result ID: 6997ab6c5698665ec40190c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-hard Accuracy: 54.41. Result ID: 6997ab6c5698665ec40190c5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Accuracy: 52.42. Result ID: 6997ab6c5698665ec40190be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FINE Accuracy: 52.23. Result ID: 6997ab6c5698665ec40190c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### UNICON Accuracy: 50.73. Result ID: 6997ab6c5698665ec40190c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### JoCoR Accuracy: 50.61. Result ID: 6997ab6c5698665ec40190c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-LDL Accuracy: 48.64. Result ID: 6997ab6c5698665ec40190c4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching+ Accuracy: 46.75. Result ID: 6997ab6c5698665ec40190bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TopoFilter Accuracy: 41.21. Result ID: 6997ab6c5698665ec40190c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Decoupling Accuracy: 28.22. Result ID: 6997ab6c5698665ec40190bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Accuracy: 13.87. Result ID: 6997ab6c5698665ec40190bc. [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.