# Image Classification on BFFHQ 0.5% bias ratio unbiased (test) Source: [Image Classification on BFFHQ 0.5% bias ratio unbiased (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:20.307Z Evaluation of Image Classification performance on the test split of the BFFHQ dataset configured specifically with a 0.5% bias ratio, reporting Minority-group Accuracy. 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 0.5% bias ratio unbiased (test) | | Metric | Accuracy (Minority) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 (Minority)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Minority) | Result date | Report paper | | --- | --- | --- | --- | | BCSI | 65.8 | Not recorded | 68fa75761e209131cea681a0 | | SelecMix | 63.07 | Not recorded | 68fa75761e209131cea681a0 | | DCWP | 57.33 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 57.13 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 56.6 | Not recorded | 68fa75761e209131cea681a0 | | BCSI | 56 | Not recorded | 68fa75761e209131cea681a0 | | LfF | 55.33 | Not recorded | 68fa75761e209131cea681a0 | | GroupDRO | 54.8 | Not recorded | 68fa75761e209131cea681a0 | | ERM | 53.53 | Not recorded | 68fa75761e209131cea681a0 | | DFA | 52.07 | Not recorded | 68fa75761e209131cea681a0 | | BPA | 51.4 | Not recorded | 68fa75761e209131cea681a0 | ### BCSI Accuracy (Minority): 65.8. Result ID: 6993c3b23a6c314849185a90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false,"Initialization":"SelecMix"}. This record does not assert independent reproduction. ### SelecMix Accuracy (Minority): 63.07. Result ID: 6993c3b23a6c314849185a8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. ### DCWP Accuracy (Minority): 57.33. Result ID: 6993c3b23a6c314849185a8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. ### BCSI Accuracy (Minority): 57.13. Result ID: 6993c3b23a6c314849185a8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false,"Initialization":"LfF"}. This record does not assert independent reproduction. ### BCSI Accuracy (Minority): 56.6. Result ID: 6993c3b23a6c314849185a8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false,"Initialization":"DFA"}. This record does not assert independent reproduction. ### BCSI Accuracy (Minority): 56. Result ID: 6993c3b23a6c314849185a8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false,"Initialization":"ERM"}. This record does not assert independent reproduction. ### LfF Accuracy (Minority): 55.33. Result ID: 6993c3b23a6c314849185a88. [Reporting paper]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. ### GroupDRO Accuracy (Minority): 54.8. Result ID: 6993c3b23a6c314849185a86. [Reporting paper]() Recorded evaluation configuration: {"Bias Info":true}. This record does not assert independent reproduction. ### ERM Accuracy (Minority): 53.53. Result ID: 6993c3b23a6c314849185a87. [Reporting paper]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. ### DFA Accuracy (Minority): 52.07. Result ID: 6993c3b23a6c314849185a89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. ### BPA Accuracy (Minority): 51.4. Result ID: 6993c3b23a6c314849185a8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.