# Image Classification on CIFAR80N-O Sym-80% (test) Source: [Image Classification on CIFAR80N-O Sym-80% (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:10.756Z Evaluation of Image Classification performance on the CIFAR80N-O test set corrupted by 80% 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-80% (test) | | Metric | Test Acc | | 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 - [Test Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Test Acc | Result date | Report paper | | --- | --- | --- | --- | | Jo-SNC | 41.1 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NCE | 39.34 | Not recorded | 69705d93e25ad2fa9d1ed162 | | UNICON | 36.75 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-soft | 34.36 | Not recorded | 69705d93e25ad2fa9d1ed162 | | SOP | 34.05 | Not recorded | 69705d93e25ad2fa9d1ed162 | | CA2C | 31.27 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-hard | 30.79 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Jo-SRC | 29.76 | Not recorded | 69705d93e25ad2fa9d1ed162 | | FINE | 26.14 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NPN | 25.25 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-LDL | 24.22 | Not recorded | 69705d93e25ad2fa9d1ed162 | | TopoFilter | 22.17 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching | 16.59 | Not recorded | 69705d93e25ad2fa9d1ed162 | | JoCoR | 12.85 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching+ | 12.29 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Decoupling | 10.01 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Standard | 4.2 | Not recorded | 69705d93e25ad2fa9d1ed162 | ### Jo-SNC Test Acc: 41.1. Result ID: 6997ab6c5698665ec40190dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCE Test Acc: 39.34. Result ID: 6997ab6c5698665ec40190d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### UNICON Test Acc: 36.75. Result ID: 6997ab6c5698665ec40190d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-soft Test Acc: 34.36. Result ID: 6997ab6c5698665ec40190d7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOP Test Acc: 34.05. Result ID: 6997ab6c5698665ec40190da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### CA2C Test Acc: 31.27. Result ID: 6997ab6c5698665ec40190dc. [Reporting paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-hard Test Acc: 30.79. Result ID: 6997ab6c5698665ec40190d6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jo-SRC Test Acc: 29.76. Result ID: 6997ab6c5698665ec40190d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FINE Test Acc: 26.14. Result ID: 6997ab6c5698665ec40190d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NPN Test Acc: 25.25. Result ID: 6997ab6c5698665ec40190db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-LDL Test Acc: 24.22. Result ID: 6997ab6c5698665ec40190d5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TopoFilter Test Acc: 22.17. Result ID: 6997ab6c5698665ec40190d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Co-teaching Test Acc: 16.59. Result ID: 6997ab6c5698665ec40190cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCoR Test Acc: 12.85. Result ID: 6997ab6c5698665ec40190d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching+ Test Acc: 12.29. Result ID: 6997ab6c5698665ec40190d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Test Acc: 10.01. Result ID: 6997ab6c5698665ec40190ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Test Acc: 4.2. Result ID: 6997ab6c5698665ec40190cd. [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.