# Image Classification on Corrupted CIFAR10 (unbiased) Source: [Image Classification on Corrupted CIFAR10 (unbiased)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:01.865Z Evaluation of Image Classification performance on the unbiased version of the Corrupted CIFAR-10 dataset. 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) | Corrupted CIFAR10 (unbiased) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | ReBias | 45.49 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 42.32 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 41.62 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 35.68 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 35.25 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 35.23 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 32.54 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 31.52 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 29.68 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 29.27 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 29.11 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 27.1 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 25.04 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 24.51 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 23.12 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 20.49 | Not recorded | 68fa6a9a1e209131cea2946e | ### ReBias Accuracy: 45.49. Result ID: 699ac79a5698665ec45605f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### LfF Accuracy: 42.32. Result ID: 699ac79a5698665ec45605f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 41.62. Result ID: 699ac79a5698665ec45605f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 35.68. Result ID: 699ac79a5698665ec45605ef. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"none"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 35.25. Result ID: 699ac79a5698665ec45605f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### LfF Accuracy: 35.23. Result ID: 699ac79a5698665ec45605f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 32.54. Result ID: 699ac79a5698665ec45605fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### ReBias Accuracy: 31.52. Result ID: 699ac79a5698665ec45605f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 29.68. Result ID: 699ac79a5698665ec45605f3. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"none"}. This record does not assert independent reproduction. ### LfF Accuracy: 29.27. Result ID: 699ac79a5698665ec45605f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 29.11. Result ID: 699ac79a5698665ec45605fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### LfF Accuracy: 27.1. Result ID: 699ac79a5698665ec45605fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"does not require bias type"}. This record does not assert independent reproduction. ### ReBias Accuracy: 25.04. Result ID: 699ac79a5698665ec45605f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 24.51. Result ID: 699ac79a5698665ec45605f7. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"none"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 23.12. Result ID: 699ac79a5698665ec45605fb. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"none"}. This record does not assert independent reproduction. ### ReBias Accuracy: 20.49. Result ID: 699ac79a5698665ec45605fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"requires bias type"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.