# Image Classification on Colored MNIST (bias-guiding) Source: [Image Classification on Colored MNIST (bias-guiding)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:01.810Z Evaluation of Image Classification performance on the Colored MNIST dataset using the specific 'bias-guiding' configuration or split. 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) | Colored MNIST (bias-guiding) | | 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 | 100 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 100 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 100 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 99.9 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 99.8 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 99.74 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 99.44 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 99.23 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 98.49 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 98.45 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 98.33 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 97.95 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 80.33 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 72.85 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 69.14 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 62.33 | Not recorded | 68fa6a9a1e209131cea2946e | ### ReBias Accuracy: 100. Result ID: 699ac79a5698665ec45605c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### ReBias Accuracy: 100. Result ID: 699ac79a5698665ec45605c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### ReBias Accuracy: 100. Result ID: 699ac79a5698665ec45605c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### ReBias Accuracy: 99.9. Result ID: 699ac79a5698665ec45605cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 99.8. Result ID: 699ac79a5698665ec45605c3. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"none"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 99.74. Result ID: 699ac79a5698665ec45605c7. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"none"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 99.44. Result ID: 699ac79a5698665ec45605cb. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"none"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 99.23. Result ID: 699ac79a5698665ec45605bf. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"none"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 98.49. Result ID: 699ac79a5698665ec45605ce. [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. ### BiaSwap Accuracy: 98.45. Result ID: 699ac79a5698665ec45605ca. [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: 98.33. Result ID: 699ac79a5698665ec45605c6. [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: 97.95. Result ID: 699ac79a5698665ec45605c2. [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. ### LfF Accuracy: 80.33. Result ID: 699ac79a5698665ec45605c1. [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. ### LfF Accuracy: 72.85. Result ID: 699ac79a5698665ec45605cd. [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: 69.14. Result ID: 699ac79a5698665ec45605c5. [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: 62.33. Result ID: 699ac79a5698665ec45605c9. [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. Page 1 of 1. This is an index page, not the full collection.