# Image Classification on C-CIFAR10 official (test) Source: [Image Classification on C-CIFAR10 official (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:05.023Z Evaluation of Image Classification performance on the official test split of the C-CIFAR10 dataset, reporting overall accuracy. 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) | C-CIFAR10 official (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | Group DRO | 57.32 | Not recorded | 68fa758c1e209131cea68895 | | DeNetDM | 56.3 | Not recorded | 68fa758c1e209131cea68895 | | LC | 54.55 | Not recorded | 68fa758c1e209131cea68895 | | DFA | 51.13 | Not recorded | 68fa758c1e209131cea68895 | | LfF | 50.27 | Not recorded | 68fa758c1e209131cea68895 | | LC | 47.81 | Not recorded | 68fa758c1e209131cea68895 | | DeNetDM | 47.35 | Not recorded | 68fa758c1e209131cea68895 | | Group DRO | 45.81 | Not recorded | 68fa758c1e209131cea68895 | | DeNetDM | 44.2 | Not recorded | 68fa758c1e209131cea68895 | | JTT | 42.2 | Not recorded | 68fa758c1e209131cea68895 | | DFA | 41.78 | Not recorded | 68fa758c1e209131cea68895 | | LfF | 39.91 | Not recorded | 68fa758c1e209131cea68895 | | ERM | 39.42 | Not recorded | 68fa758c1e209131cea68895 | | DeNetDM | 38.93 | Not recorded | 68fa758c1e209131cea68895 | | Group DRO | 38.3 | Not recorded | 68fa758c1e209131cea68895 | | LC | 37.34 | Not recorded | 68fa758c1e209131cea68895 | | DFA | 36.49 | Not recorded | 68fa758c1e209131cea68895 | | LC | 34.56 | Not recorded | 68fa758c1e209131cea68895 | | Group DRO | 33.44 | Not recorded | 68fa758c1e209131cea68895 | | JTT | 33.4 | Not recorded | 68fa758c1e209131cea68895 | | LfF | 33.07 | Not recorded | 68fa758c1e209131cea68895 | | ERM | 30.06 | Not recorded | 68fa758c1e209131cea68895 | | DFA | 29.95 | Not recorded | 68fa758c1e209131cea68895 | | LfF | 28.57 | Not recorded | 68fa758c1e209131cea68895 | | JTT | 26.9 | Not recorded | 68fa758c1e209131cea68895 | | ERM | 25.82 | Not recorded | 68fa758c1e209131cea68895 | | JTT | 24.73 | Not recorded | 68fa758c1e209131cea68895 | | ERM | 23.08 | Not recorded | 68fa758c1e209131cea68895 | ### Group DRO Accuracy: 57.32. Result ID: 6993bc593a6c314849182834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":true,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### DeNetDM Accuracy: 56.3. Result ID: 6993bc593a6c31484918284c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### LC Accuracy: 54.55. Result ID: 6993bc593a6c314849182848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### DFA Accuracy: 51.13. Result ID: 6993bc593a6c314849182844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### LfF Accuracy: 50.27. Result ID: 6993bc593a6c314849182840. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### LC Accuracy: 47.81. Result ID: 6993bc593a6c314849182847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### DeNetDM Accuracy: 47.35. Result ID: 6993bc593a6c31484918284b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### Group DRO Accuracy: 45.81. Result ID: 6993bc593a6c314849182833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":true,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### DeNetDM Accuracy: 44.2. Result ID: 6993bc593a6c31484918284a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### JTT Accuracy: 42.2. Result ID: 6993bc593a6c31484918283c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### DFA Accuracy: 41.78. Result ID: 6993bc593a6c314849182843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### LfF Accuracy: 39.91. Result ID: 6993bc593a6c31484918283f. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### ERM Accuracy: 39.42. Result ID: 6993bc593a6c314849182838. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"5.0%"}. This record does not assert independent reproduction. ### DeNetDM Accuracy: 38.93. Result ID: 6993bc593a6c314849182849. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### Group DRO Accuracy: 38.3. Result ID: 6993bc593a6c314849182832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":true,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### LC Accuracy: 37.34. Result ID: 6993bc593a6c314849182846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### DFA Accuracy: 36.49. Result ID: 6993bc593a6c314849182842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### LC Accuracy: 34.56. Result ID: 6993bc593a6c314849182845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### Group DRO Accuracy: 33.44. Result ID: 6993bc593a6c314849182831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":true,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### JTT Accuracy: 33.4. Result ID: 6993bc593a6c31484918283b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### LfF Accuracy: 33.07. Result ID: 6993bc593a6c31484918283e. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### ERM Accuracy: 30.06. Result ID: 6993bc593a6c314849182837. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"2.0%"}. This record does not assert independent reproduction. ### DFA Accuracy: 29.95. Result ID: 6993bc593a6c314849182841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### LfF Accuracy: 28.57. Result ID: 6993bc593a6c31484918283d. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### JTT Accuracy: 26.9. Result ID: 6993bc593a6c31484918283a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### ERM Accuracy: 25.82. Result ID: 6993bc593a6c314849182836. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"1.0%"}. This record does not assert independent reproduction. ### JTT Accuracy: 24.73. Result ID: 6993bc593a6c314849182839. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. ### ERM Accuracy: 23.08. Result ID: 6993bc593a6c314849182835. [Reporting paper]() Recorded evaluation configuration: {"Group Info Required":false,"Bias-conflicting ratio":"0.5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.