# Fair Classification on CelebA level-3 snow noise (corrupted) Source: [Fair Classification on CelebA level-3 snow noise (corrupted)]() Collection index: [llms.txt]() Data updated: 2026-06-23T06:34:55.370Z Evaluation of fair classification performance on the CelebA dataset corrupted specifically with level-3 snow noise, measured using fairness 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 level-3 snow noise (corrupted) | | Metric | Acc 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 - [Acc s+](): Higher is better; unit: PERCENT. - [Acc s-](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Delta Accuracy](): Lower is better; unit: PERCENT. - [Delta p](): Lower is better; unit: PERCENT. ## Recorded results | Method | Acc s+ | Result date | Report paper | | --- | --- | --- | --- | | MSAM | 85.04 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 85 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 84.97 | Not recorded | 68fa77be1e209131cea750f9 | | Vanilla | 84.57 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 81.75 | Not recorded | 68fa77be1e209131cea750f9 | | Reweighed | 80.91 | Not recorded | 68fa77be1e209131cea750f9 | | GroupDRO | 79.08 | Not recorded | 68fa77be1e209131cea750f9 | | FairReg | 63.15 | Not recorded | 68fa77be1e209131cea750f9 | ### MSAM Acc s+: 85.04. Result ID: 6a3a2906fbc373592c33ce89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### SAM Acc s+: 85. Result ID: 6a3a2906fbc373592c33ce88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### GroupSAM Acc s+: 84.97. Result ID: 6a3a2906fbc373592c33ce8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### Vanilla Acc s+: 84.57. Result ID: 6a3a2906fbc373592c33ce84. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### FairSAM Acc s+: 81.75. Result ID: 6a3a2906fbc373592c33ce8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### Reweighed Acc s+: 80.91. Result ID: 6a3a2906fbc373592c33ce86. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### GroupDRO Acc s+: 79.08. Result ID: 6a3a2906fbc373592c33ce87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. ### FairReg Acc s+: 63.15. Result ID: 6a3a2906fbc373592c33ce85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Target attribute":"Big Nose","Sensitive attribute":"Age","Corruption type":"level-3 snow noise"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.