# Image Classification on Colored MNIST 5.0% bias-conflict ratio Source: [Image Classification on Colored MNIST 5.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.824Z Evaluation of Image Classification performance on the Colored MNIST dataset configured with a 5.0% 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 5.0% 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. - [BA Score](): Higher is better; unit: PERCENT. - [Average Performance](): 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 | 91.72 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 89.46 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 86.89 | Not recorded | 6a17cc4bdbd7150506f81547 | | DFA | 85.71 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 80.72 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 78.31 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 76.79 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 75.18 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 68.66 | Not recorded | 6a17cc4bdbd7150506f81547 | ### BiasEdit BC Score: 91.72. Result ID: 6a181292fbc373592c12579b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix BC Score: 89.46. Result ID: 6a181292fbc373592c125798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF BC Score: 86.89. Result ID: 6a181292fbc373592c125794. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFA BC Score: 85.71. Result ID: 6a181292fbc373592c125797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM BC Score: 80.72. Result ID: 6a181292fbc373592c12579a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv BC Score: 78.31. Result ID: 6a181292fbc373592c125799. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla BC Score: 76.79. Result ID: 6a181292fbc373592c125793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE BC Score: 75.18. Result ID: 6a181292fbc373592c125795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon BC Score: 68.66. Result ID: 6a181292fbc373592c125796. [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.