# Classification on CIFAR-10 10% IDN (test) Source: [Classification on CIFAR-10 10% IDN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:19.266Z Evaluation of Classification performance on the CIFAR-10 test set, specifically using the 10% IDN variant or subset. 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-10 10% IDN (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | kMEIDTM | 92.91 | Not recorded | 68fa6cb41e209131cea355df | | MEIDTM | 92.17 | Not recorded | 68fa6cb41e209131cea355df | | Forward | 91.71 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching++ | 91.47 | Not recorded | 68fa6cb41e209131cea355df | | DMI | 91.43 | Not recorded | 68fa6cb41e209131cea355df | | JoCor | 91.42 | Not recorded | 68fa6cb41e209131cea355df | | SEAL | 91.32 | Not recorded | 68fa68dd1e209131cea1ec83 | | DMI | 91.26 | Not recorded | 68fa68dd1e209131cea1ec83 | | CE | 91.25 | Not recorded | 68fa68dd1e209131cea1ec83 | | Co-teaching | 91.22 | Not recorded | 68fa68dd1e209131cea1ec83 | | Forward | 91.06 | Not recorded | 68fa68dd1e209131cea1ec83 | | GCE | 90.97 | Not recorded | 68fa68dd1e209131cea1ec83 | | DAC | 90.94 | Not recorded | 68fa68dd1e209131cea1ec83 | | PartT | 90.89 | Not recorded | 68fa6cb41e209131cea355df | | GCE | 90.82 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching | 90.8 | Not recorded | 68fa6cb41e209131cea355df | | TMDNN | 90.45 | Not recorded | 68fa6cb41e209131cea355df | | PeerLoss | 90.32 | Not recorded | 68fa6cb41e209131cea355df | | CE (baseline) | 88.86 | Not recorded | 68fa6cb41e209131cea355df | ### kMEIDTM Accuracy: 92.91. Result ID: 698f30623a6c314849f6d48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MEIDTM Accuracy: 92.17. Result ID: 698f30623a6c314849f6d48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 91.71. Result ID: 698f30623a6c314849f6d487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching++ Accuracy: 91.47. Result ID: 698f30623a6c314849f6d489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMI Accuracy: 91.43. Result ID: 698f30623a6c314849f6d486. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCor Accuracy: 91.42. Result ID: 698f30623a6c314849f6d48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEAL Accuracy: 91.32. Result ID: 698d8ada8b517eb433224044. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### DMI Accuracy: 91.26. Result ID: 698d8ada8b517eb433224043. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### CE Accuracy: 91.25. Result ID: 698d8ada8b517eb43322403e. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### Co-teaching Accuracy: 91.22. Result ID: 698d8ada8b517eb433224040. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### Forward Accuracy: 91.06. Result ID: 698d8ada8b517eb43322403f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### GCE Accuracy: 90.97. Result ID: 698d8ada8b517eb433224041. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### DAC Accuracy: 90.94. Result ID: 698d8ada8b517eb433224042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"10%"}. This record does not assert independent reproduction. ### PartT Accuracy: 90.89. Result ID: 698f30623a6c314849f6d48d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Accuracy: 90.82. Result ID: 698f30623a6c314849f6d485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching Accuracy: 90.8. Result ID: 698f30623a6c314849f6d488. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMDNN Accuracy: 90.45. Result ID: 698f30623a6c314849f6d48c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PeerLoss Accuracy: 90.32. Result ID: 698f30623a6c314849f6d48b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE (baseline) Accuracy: 88.86. Result ID: 698f30623a6c314849f6d484. [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.