# Fair Classification on CelebA corrupted level-3 Gaussian noise (test) Source: [Fair Classification on CelebA corrupted level-3 Gaussian noise (test)]() Collection index: [llms.txt]() Data updated: 2026-06-23T06:34:55.291Z Evaluation of fair classification performance on the test split of the CelebA dataset corrupted with level-3 Gaussian noise, measured using fairness-specific metrics like Acc s+, Acc s-, Delta Acc, and Delta p. 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 corrupted level-3 Gaussian noise (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. - [Accuracy (s-)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Delta Accuracy](): Lower is better; unit: SCALAR. - [Delta p](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (s+) | Result date | Report paper | | --- | --- | --- | --- | | Vanilla | 97.63 | Not recorded | 68fa77be1e209131cea750f9 | | MSAM | 97.31 | Not recorded | 68fa77be1e209131cea750f9 | | FairReg | 97.23 | Not recorded | 68fa77be1e209131cea750f9 | | Reweighed | 97.01 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 96.86 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 96.29 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 95.32 | Not recorded | 68fa77be1e209131cea750f9 | | GroupDRO | 91.32 | Not recorded | 68fa77be1e209131cea750f9 | ### Vanilla Accuracy (s+): 97.63. Result ID: 6a3a2906fbc373592c33ce68. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### MSAM Accuracy (s+): 97.31. Result ID: 6a3a2906fbc373592c33ce6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### FairReg Accuracy (s+): 97.23. Result ID: 6a3a2906fbc373592c33ce69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### Reweighed Accuracy (s+): 97.01. Result ID: 6a3a2906fbc373592c33ce6a. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### GroupSAM Accuracy (s+): 96.86. Result ID: 6a3a2906fbc373592c33ce6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### SAM Accuracy (s+): 96.29. Result ID: 6a3a2906fbc373592c33ce6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### FairSAM Accuracy (s+): 95.32. Result ID: 6a3a2906fbc373592c33ce6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (s+): 91.32. Result ID: 6a3a2906fbc373592c33ce6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.