# Fair Classification on CelebA (clean) Source: [Fair Classification on CelebA (clean)]() Collection index: [llms.txt]() Data updated: 2026-06-23T06:34:55.344Z Evaluation of fairness-aware classification performance on the CelebA (clean) dataset, measured using specific fairness metrics like Acc s+ and 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 | Fair Classification | | Dataset (including any stated split) | CelebA (clean) | | 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. - [Parity Difference (s+)](): Lower is better; unit: SCALAR. - [Accuracy (s-)](): Higher is better; unit: PERCENT. - [Parity Difference (s-)](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (s+) | Result date | Report paper | | --- | --- | --- | --- | | MSAM | 86.32 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 85.9 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 85.74 | Not recorded | 68fa77be1e209131cea750f9 | | Vanilla | 85.72 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 85.71 | Not recorded | 68fa77be1e209131cea750f9 | | Reweighed | 85.27 | Not recorded | 68fa77be1e209131cea750f9 | | GroupDRO | 79.79 | Not recorded | 68fa77be1e209131cea750f9 | | FairReg | 65.3 | Not recorded | 68fa77be1e209131cea750f9 | ### MSAM Accuracy (s+): 86.32. Result ID: 6a3a2906fbc373592c33ce81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### SAM Accuracy (s+): 85.9. Result ID: 6a3a2906fbc373592c33ce80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### FairSAM Accuracy (s+): 85.74. Result ID: 6a3a2906fbc373592c33ce83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### Vanilla Accuracy (s+): 85.72. Result ID: 6a3a2906fbc373592c33ce7c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### GroupSAM Accuracy (s+): 85.71. Result ID: 6a3a2906fbc373592c33ce82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### Reweighed Accuracy (s+): 85.27. Result ID: 6a3a2906fbc373592c33ce7e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (s+): 79.79. Result ID: 6a3a2906fbc373592c33ce7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. ### FairReg Accuracy (s+): 65.3. Result ID: 6a3a2906fbc373592c33ce7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Test Data":"clean"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.