# Image Classification on CIFAR10C 90% bias-conflicting ratio, unbiased (test) Source: [Image Classification on CIFAR10C 90% bias-conflicting ratio, unbiased (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:05.903Z Evaluation of Image Classification performance on the CIFAR-10-C test set configured specifically with a 90% bias-conflicting ratio. 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) | CIFAR10C 90% bias-conflicting ratio, unbiased (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 | | --- | --- | --- | --- | | ERM | 76.03 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 73.57 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 70.36 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 69.29 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 68.15 | Not recorded | 68fa75761e209131cea681a0 | | DFA | 66.59 | Not recorded | 68fa75761e209131cea681a0 | | SelecMix | 65.81 | Not recorded | 68fa75761e209131cea681a0 | | LfF | 63.42 | Not recorded | 68fa75761e209131cea681a0 | ### ERM Accuracy: 76.03. Result ID: 6993c3b23a6c314849185a26. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BCSI Accuracy: 73.57. Result ID: 6993c3b23a6c314849185a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_method":"ERM"}. This record does not assert independent reproduction. ### BCSI Accuracy: 70.36. Result ID: 6993c3b23a6c314849185a2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_method":"DFA"}. This record does not assert independent reproduction. ### BCSI Accuracy: 69.29. Result ID: 6993c3b23a6c314849185a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_method":"SelecMix"}. This record does not assert independent reproduction. ### BCSI Accuracy: 68.15. Result ID: 6993c3b23a6c314849185a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_method":"LfF"}. This record does not assert independent reproduction. ### DFA Accuracy: 66.59. Result ID: 6993c3b23a6c314849185a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix Accuracy: 65.81. Result ID: 6993c3b23a6c314849185a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF Accuracy: 63.42. Result ID: 6993c3b23a6c314849185a27. [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.