# Image Classification on BFFHQ 1.0% bias-conflict ratio Source: [Image Classification on BFFHQ 1.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.858Z Evaluation of Image Classification performance on the BFFHQ dataset configured specifically with a 1.0% bias-conflict ratio, reporting bias-related metrics (BC, BA). 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) | BFFHQ 1.0% bias-conflict ratio | | Metric | Bias Conflict Rate | | Unit | PERCENT | | Direction | Lower 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 - [Bias Conflict Rate](): Lower is better; unit: PERCENT. - [Bias Accuracy](): Higher is better; unit: PERCENT. - [Average Performance](): Higher is better; unit: PERCENT. - [Best BC](): Lower is better; unit: PERCENT. - [BA (at best BC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bias Conflict Rate | Result date | Report paper | | --- | --- | --- | --- | | DisEnt | 51.48 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 53.13 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 54.54 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 54.64 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 55.6 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 59.4 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 59.53 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 62.76 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasEdit | 69.4 | Not recorded | 6a17cc4bdbd7150506f81547 | ### DisEnt Bias Conflict Rate: 51.48. Result ID: 6a181292fbc373592c1257a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv Bias Conflict Rate: 53.13. Result ID: 6a181292fbc373592c1257a2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla Bias Conflict Rate: 54.54. Result ID: 6a181292fbc373592c12579c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF Bias Conflict Rate: 54.64. Result ID: 6a181292fbc373592c12579d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE Bias Conflict Rate: 55.6. Result ID: 6a181292fbc373592c12579e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon Bias Conflict Rate: 59.4. Result ID: 6a181292fbc373592c12579f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM Bias Conflict Rate: 59.53. Result ID: 6a181292fbc373592c1257a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix Bias Conflict Rate: 62.76. Result ID: 6a181292fbc373592c1257a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasEdit Bias Conflict Rate: 69.4. Result ID: 6a181292fbc373592c1257a4. [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.