# Image Classification on CIFAR-100 Asymmetry-40% noise (test) Source: [Image Classification on CIFAR-100 Asymmetry-40% noise (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:13.108Z Evaluation of Image Classification performance on the test split of CIFAR-100 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 | Classification | | Dataset (including any stated split) | CIFAR-100 Asymmetry-40% noise (test) | | Metric | Test 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 - [Test Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Test Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Jo-SNC | 61.59 | Not recorded | 69705d93e25ad2fa9d1ed162 | | CA2C | 61.16 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-soft | 60.25 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NPN | 57.11 | Not recorded | 69705d93e25ad2fa9d1ed162 | | PNP-hard | 56.01 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-LDL | 52.28 | Not recorded | 69705d93e25ad2fa9d1ed162 | | TopoFilter | 50.11 | Not recorded | 69705d93e25ad2fa9d1ed162 | | UNICON | 49.9 | Not recorded | 69705d93e25ad2fa9d1ed162 | | NCE | 49.9 | Not recorded | 69705d93e25ad2fa9d1ed162 | | SOP | 49.87 | Not recorded | 69705d93e25ad2fa9d1ed162 | | FINE | 49.29 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Jo-SRC | 38.52 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching+ | 33.62 | Not recorded | 69705d93e25ad2fa9d1ed162 | | JoCoR | 32.7 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Co-teaching | 28.35 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Standard | 27.29 | Not recorded | 69705d93e25ad2fa9d1ed162 | | Decoupling | 26.11 | Not recorded | 69705d93e25ad2fa9d1ed162 | ### Jo-SNC Test Accuracy: 61.59. Result ID: 6997ab6c5698665ec40190aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CA2C Test Accuracy: 61.16. Result ID: 6997ab6c5698665ec40190a9. [Reporting paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-soft Test Accuracy: 60.25. Result ID: 6997ab6c5698665ec40190a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPN Test Accuracy: 57.11. Result ID: 6997ab6c5698665ec40190a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### PNP-hard Test Accuracy: 56.01. Result ID: 6997ab6c5698665ec40190a3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-LDL Test Accuracy: 52.28. Result ID: 6997ab6c5698665ec40190a2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TopoFilter Test Accuracy: 50.11. Result ID: 6997ab6c5698665ec401909f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### UNICON Test Accuracy: 49.9. Result ID: 6997ab6c5698665ec40190a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### NCE Test Accuracy: 49.9. Result ID: 6997ab6c5698665ec40190a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### SOP Test Accuracy: 49.87. Result ID: 6997ab6c5698665ec40190a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### FINE Test Accuracy: 49.29. Result ID: 6997ab6c5698665ec40190a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### Jo-SRC Test Accuracy: 38.52. Result ID: 6997ab6c5698665ec40190a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching+ Test Accuracy: 33.62. Result ID: 6997ab6c5698665ec401909d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCoR Test Accuracy: 32.7. Result ID: 6997ab6c5698665ec401909e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Test Accuracy: 28.35. Result ID: 6997ab6c5698665ec401909c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Test Accuracy: 27.29. Result ID: 6997ab6c5698665ec401909a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Test Accuracy: 26.11. Result ID: 6997ab6c5698665ec401909b. [Reporting paper]() [Method origin 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.