# Image Classification on BFFHQ 5.0% bias-conflict ratio Source: [Image Classification on BFFHQ 5.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.890Z Evaluation of Image Classification performance on the BFFHQ dataset configured specifically 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) | BFFHQ 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 Score](): 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 | 82.73 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 78.8 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 76.88 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 76.28 | Not recorded | 6a17cc4bdbd7150506f81547 | | DisEnt | 73.36 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 72.6 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 70.78 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 68.13 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 68.06 | Not recorded | 6a17cc4bdbd7150506f81547 | ### BiasEdit BC Score: 82.73. Result ID: 6a181292fbc373592c1257ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon BC Score: 78.8. Result ID: 6a181292fbc373592c1257a8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla BC Score: 76.88. Result ID: 6a181292fbc373592c1257a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix BC Score: 76.28. Result ID: 6a181292fbc373592c1257aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DisEnt BC Score: 73.36. Result ID: 6a181292fbc373592c1257a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF BC Score: 72.6. Result ID: 6a181292fbc373592c1257a6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM BC Score: 70.78. Result ID: 6a181292fbc373592c1257ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv BC Score: 68.13. Result ID: 6a181292fbc373592c1257ab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE BC Score: 68.06. Result ID: 6a181292fbc373592c1257a7. [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.