# Image Classification on Colored MNIST (unbiased) Source: [Image Classification on Colored MNIST (unbiased)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:01.828Z Evaluation of Image Classification performance on the unbiased version of the Colored MNIST 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) | Colored MNIST (unbiased) | | Metric | Accuracy | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ReBias | 0.9628 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 0.9085 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 0.9016 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 0.8576 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 0.8529 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 0.8472 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 0.8419 | Not recorded | 68fa6a9a1e209131cea2946e | | BiaSwap | 0.8374 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 0.7954 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 0.7588 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 0.7005 | Not recorded | 68fa6a9a1e209131cea2946e | | ReBias | 0.6282 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 0.6262 | Not recorded | 68fa6a9a1e209131cea2946e | | LfF | 0.6161 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 0.4876 | Not recorded | 68fa6a9a1e209131cea2946e | | Vanilla | 0.3267 | Not recorded | 68fa6a9a1e209131cea2946e | ### ReBias Accuracy: 0.9628. Result ID: 699ac79a5698665ec45605d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 0.9085. Result ID: 699ac79a5698665ec45605d2. [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. ### ReBias Accuracy: 0.9016. Result ID: 699ac79a5698665ec45605d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 0.8576. Result ID: 699ac79a5698665ec45605de. [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: 0.8529. Result ID: 699ac79a5698665ec45605d6. [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: 0.8472. Result ID: 699ac79a5698665ec45605d1. [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. ### ReBias Accuracy: 0.8419. Result ID: 699ac79a5698665ec45605d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"requires bias type"}. This record does not assert independent reproduction. ### BiaSwap Accuracy: 0.8374. Result ID: 699ac79a5698665ec45605da. [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. ### Vanilla Accuracy: 0.7954. Result ID: 699ac79a5698665ec45605cf. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"95.0%","supervision":"none"}. This record does not assert independent reproduction. ### LfF Accuracy: 0.7588. Result ID: 699ac79a5698665ec45605d5. [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: 0.7005. Result ID: 699ac79a5698665ec45605d9. [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: 0.6282. Result ID: 699ac79a5698665ec45605dc. [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: 0.6262. Result ID: 699ac79a5698665ec45605d3. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"98.0%","supervision":"none"}. This record does not assert independent reproduction. ### LfF Accuracy: 0.6161. Result ID: 699ac79a5698665ec45605dd. [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. ### Vanilla Accuracy: 0.4876. Result ID: 699ac79a5698665ec45605d7. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.0%","supervision":"none"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 0.3267. Result ID: 699ac79a5698665ec45605db. [Reporting paper]() Recorded evaluation configuration: {"bias\_ratio":"99.5%","supervision":"none"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.