# Fair Classification on CelebA clean (test) Source: [Fair Classification on CelebA clean (test)]() Collection index: [llms.txt]() Data updated: 2026-06-23T06:34:55.265Z Evaluation of fairness-aware classification performance on the clean test split of the CelebA dataset, measured using specific fairness metrics like Acc s+ and Delta p s+. 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 | Fair Classification | | Dataset (including any stated split) | CelebA clean (test) | | Metric | Accuracy s+ | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 s+](): Higher is better; unit: PERCENT. - [Delta p s+](): Lower is better; unit: SCALAR. - [Accuracy s-](): Higher is better; unit: PERCENT. - [Delta p s-](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy s+ | Result date | Report paper | | --- | --- | --- | --- | | MSAM | 98.01 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 97.97 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 97.8 | Not recorded | 68fa77be1e209131cea750f9 | | Vanilla | 97.69 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 97.34 | Not recorded | 68fa77be1e209131cea750f9 | | Reweighed | 96.27 | Not recorded | 68fa77be1e209131cea750f9 | | GroupDRO | 95.73 | Not recorded | 68fa77be1e209131cea750f9 | | FairReg | 94.42 | Not recorded | 68fa77be1e209131cea750f9 | ### MSAM Accuracy s+: 98.01. Result ID: 6a3a2906fbc373592c33ce65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### SAM Accuracy s+: 97.97. Result ID: 6a3a2906fbc373592c33ce64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### GroupSAM Accuracy s+: 97.8. Result ID: 6a3a2906fbc373592c33ce66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### Vanilla Accuracy s+: 97.69. Result ID: 6a3a2906fbc373592c33ce60. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### FairSAM Accuracy s+: 97.34. Result ID: 6a3a2906fbc373592c33ce67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### Reweighed Accuracy s+: 96.27. Result ID: 6a3a2906fbc373592c33ce62. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### GroupDRO Accuracy s+: 95.73. Result ID: 6a3a2906fbc373592c33ce63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### FairReg Accuracy s+: 94.42. Result ID: 6a3a2906fbc373592c33ce61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.