# Image Classification on Colored MNIST 1.0% bias-conflict ratio Source: [Image Classification on Colored MNIST 1.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.786Z Evaluation of Image Classification performance on the Colored MNIST dataset configured with a 1.0% bias-conflict 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) | Colored MNIST 1.0% bias-conflict ratio | | Metric | BC Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [BC Score](): Higher is better; unit: PERCENT. - [Bias Accuracy (BA)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Best BC Score](): Higher is better; unit: PERCENT. - [BA at Best BC](): Higher is better; unit: PERCENT. ## Recorded results | Method | BC Score | Result date | Report paper | | --- | --- | --- | --- | | BiasEdit | 92.73 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 73.54 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 50.44 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 44.94 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 40.4 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 37.84 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 34.18 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 34.13 | Not recorded | 6a17cc4bdbd7150506f81547 | | DFA | 25.17 | Not recorded | 6a17cc4bdbd7150506f81547 | ### BiasEdit BC Score: 92.73. Result ID: 6a181292fbc373592c125792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix BC Score: 73.54. Result ID: 6a181292fbc373592c12578f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF BC Score: 50.44. Result ID: 6a181292fbc373592c12578b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM BC Score: 44.94. Result ID: 6a181292fbc373592c125791. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv BC Score: 40.4. Result ID: 6a181292fbc373592c125790. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla BC Score: 37.84. Result ID: 6a181292fbc373592c12578a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon BC Score: 34.18. Result ID: 6a181292fbc373592c12578d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE BC Score: 34.13. Result ID: 6a181292fbc373592c12578c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFA BC Score: 25.17. Result ID: 6a181292fbc373592c12578e. [Reporting paper]() [Method origin 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.