# Image Classification on CelebA (test) (WGA/CSR) Source: [Image Classification on CelebA (test) (WGA/CSR)]() Collection index: [llms.txt]() Data updated: 2026-07-08T07:05:27.177Z Evaluation of image classification performance on the test split of the CelebA dataset, reporting specific metrics WGA and CSR. 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 | Image Classification | | Dataset (including any stated split) | CelebA (test) | | Metric | WGA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [WGA Score](): Higher is better; unit: PERCENT. - [CSR Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | WGA Score | Result date | Report paper | | --- | --- | --- | --- | | A-SalUn | 82.8 | Not recorded | 6a4dd9b44da6617fe9198c55 | | GroupDRO | 82.6 | Not recorded | 6a4dd9b44da6617fe9198c55 | | A-NegGrad+ | 81.8 | Not recorded | 6a4dd9b44da6617fe9198c55 | | DFR | 81.7 | Not recorded | 6a4dd9b44da6617fe9198c55 | | A-SSD | 81.1 | Not recorded | 6a4dd9b44da6617fe9198c55 | | Balanced Retrain | 80.6 | Not recorded | 6a4dd9b44da6617fe9198c55 | | JTT | 78.5 | Not recorded | 6a4dd9b44da6617fe9198c55 | | A-SCRUB | 57.2 | Not recorded | 6a4dd9b44da6617fe9198c55 | | ERM | 36.7 | Not recorded | 6a4dd9b44da6617fe9198c55 | ### A-SalUn WGA Score: 82.8. Result ID: 6a4df6a860b88bb339d6bcc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### GroupDRO WGA Score: 82.6. Result ID: 6a4df6a860b88bb339d6bcc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### A-NegGrad+ WGA Score: 81.8. Result ID: 6a4df6a860b88bb339d6bcc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### DFR WGA Score: 81.7. Result ID: 6a4df6a860b88bb339d6bcbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### A-SSD WGA Score: 81.1. Result ID: 6a4df6a860b88bb339d6bcc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### Balanced Retrain WGA Score: 80.6. Result ID: 6a4df6a860b88bb339d6bcbe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### JTT WGA Score: 78.5. Result ID: 6a4df6a860b88bb339d6bcc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### A-SCRUB WGA Score: 57.2. Result ID: 6a4df6a860b88bb339d6bcc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. ### ERM WGA Score: 36.7. Result ID: 6a4df6a860b88bb339d6bcbd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-trained":"ImageNet","Checkpoint selection":"Validation WGA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.