# Hair Color Classification on CelebA Source: [Hair Color Classification on CelebA]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:03:59.326Z Evaluation of hair color classification performance on the CelebA dataset, reporting Accuracy (Acc), Attribute Success Rate (ASR), and Benign-Only 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 | Hair-color classification | | Dataset (including any stated split) | CelebA | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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](): Higher is better; unit: PERCENT. - [Attribute Success Rate](): Higher is better; unit: PERCENT. - [Benign-Only Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline Attack | 91.3 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 90.8 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 89.9 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 87.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Benign | 87.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 87 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 87 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 86.3 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Benign | 86 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Benign | 85.9 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Benign | 85.7 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Benign | 85.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 85.2 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 85.1 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 84.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 83.7 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 82.6 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 81.3 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 81.2 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 80.9 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 80.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 80.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 79.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | SABLE | 79.5 | Not recorded | 69cca6be0636e5bf4afcbd44 | | Baseline Attack | 79.4 | Not recorded | 69cca6be0636e5bf4afcbd44 | ### Baseline Attack Accuracy: 91.3. Result ID: 69ccd15f47f34ce924b65ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FilterFL","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### SABLE Accuracy: 90.8. Result ID: 69ccd15f47f34ce924b65ae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FilterFL","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 89.9. Result ID: 69ccd15f47f34ce924b65afe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"MultiKrum","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 87.5. Result ID: 69ccd15f47f34ce924b65afb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"Trimmed Mean","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Benign Accuracy: 87.5. Result ID: 69ccd15f47f34ce924b65afd. [Reporting paper]() Recorded evaluation configuration: {"Aggregation/Defense":"MultiKrum","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 87. Result ID: 69ccd15f47f34ce924b65ada. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FedAvg","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### SABLE Accuracy: 87. Result ID: 69ccd15f47f34ce924b65adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FedAvg","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 86.3. Result ID: 69ccd15f47f34ce924b65b04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FilterFL","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Benign Accuracy: 86. Result ID: 69ccd15f47f34ce924b65af7. [Reporting paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FedAvg","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Benign Accuracy: 85.9. Result ID: 69ccd15f47f34ce924b65b03. [Reporting paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FilterFL","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Benign Accuracy: 85.7. Result ID: 69ccd15f47f34ce924b65b00. [Reporting paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FLAME","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Benign Accuracy: 85.5. Result ID: 69ccd15f47f34ce924b65afa. [Reporting paper]() Recorded evaluation configuration: {"Aggregation/Defense":"Trimmed Mean","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 85.2. Result ID: 69ccd15f47f34ce924b65af8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FedAvg","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SABLE Accuracy: 85.1. Result ID: 69ccd15f47f34ce924b65afc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"Trimmed Mean","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SABLE Accuracy: 84.5. Result ID: 69ccd15f47f34ce924b65af9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FedAvg","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SABLE Accuracy: 83.7. Result ID: 69ccd15f47f34ce924b65b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FLAME","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SABLE Accuracy: 82.6. Result ID: 69ccd15f47f34ce924b65b05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FilterFL","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 81.3. Result ID: 69ccd15f47f34ce924b65ae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FLAME","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 81.2. Result ID: 69ccd15f47f34ce924b65b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FLAME","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SABLE Accuracy: 80.9. Result ID: 69ccd15f47f34ce924b65ae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"MultiKrum","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 80.5. Result ID: 69ccd15f47f34ce924b65add. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"Trimmed Mean","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### SABLE Accuracy: 80.5. Result ID: 69ccd15f47f34ce924b65ade. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"Trimmed Mean","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### SABLE Accuracy: 79.5. Result ID: 69ccd15f47f34ce924b65ae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"FLAME","Backbone":"VGG-16"}. This record does not assert independent reproduction. ### SABLE Accuracy: 79.5. Result ID: 69ccd15f47f34ce924b65aff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"MultiKrum","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Attack Accuracy: 79.4. Result ID: 69ccd15f47f34ce924b65ae0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation/Defense":"MultiKrum","Backbone":"VGG-16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.