# Image Classification on CelebA original unshifted

Source: [Image Classification on CelebA original unshifted](<https://www.sota2.com/research/sota/image-classification-on-celeba-original-unshifted>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:09:01.302Z

Evaluation of image classification performance on the original, unshifted version of the CelebA dataset, reporting metrics such as Worst Accuracy and Average 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 | Image Classification |
| Dataset (including any stated split) | CelebA original unshifted |
| Metric | Worst Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Worst Acc](<https://www.sota2.com/research/sota/image-classification-on-celeba-original-unshifted.md?metric=Worst%20Acc>): Higher is better; unit: PERCENT.

- [Average Acc](<https://www.sota2.com/research/sota/image-classification-on-celeba-original-unshifted.md?metric=Average%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Worst Acc | Result date | Report paper |
| --- | --- | --- | --- |
| PDE | 91 | Not recorded | 68fa7bd01e209131cea8aa30 |
| Hierarchical Group DRO | 90.4 | Not recorded | 68fa7bd01e209131cea8aa30 |
| SSA | 89.8 | Not recorded | 68fa7bd01e209131cea8aa30 |
| GIC | 89.4 | Not recorded | 68fa7bd01e209131cea8aa30 |
| GroupDRO | 89.3 | Not recorded | 68fa7bd01e209131cea8aa30 |
| LISA | 89.3 | Not recorded | 68fa7bd01e209131cea8aa30 |
| CnC | 88.8 | Not recorded | 68fa7bd01e209131cea8aa30 |
| JTT | 81.5 | Not recorded | 68fa7bd01e209131cea8aa30 |
| DFRtr | 80.7 | Not recorded | 68fa7bd01e209131cea8aa30 |
| ERM | 47.7 | Not recorded | 68fa7bd01e209131cea8aa30 |

### PDE

Worst Acc: 91. Result ID: 699a3aa75698665ec4c10a5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e848.md>)

Recorded evaluation configuration: {"Group label":true}. This record does not assert independent reproduction.

### Hierarchical Group DRO

Worst Acc: 90.4. Result ID: 699a3aa75698665ec4c10a5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

Recorded evaluation configuration: {"Group label":true}. This record does not assert independent reproduction.

### SSA

Worst Acc: 89.8. Result ID: 699a3aa75698665ec4c10a56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2b1e209131cea3281e.md>)

Recorded evaluation configuration: {"Group label":false}. This record does not assert independent reproduction.

### GIC

Worst Acc: 89.4. Result ID: 699a3aa75698665ec4c10a55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73781e209131cea5cb95.md>)

Recorded evaluation configuration: {"Group label":false}. This record does not assert independent reproduction.

### GroupDRO

Worst Acc: 89.3. Result ID: 699a3aa75698665ec4c10a57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"Group label":true}. This record does not assert independent reproduction.

### LISA

Worst Acc: 89.3. Result ID: 699a3aa75698665ec4c10a58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea36415.md>)

Recorded evaluation configuration: {"Group label":true}. This record does not assert independent reproduction.

### CnC

Worst Acc: 88.8. Result ID: 699a3aa75698665ec4c10a54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762d1e209131cea6bb11.md>)

Recorded evaluation configuration: {"Group label":false}. This record does not assert independent reproduction.

### JTT

Worst Acc: 81.5. Result ID: 699a3aa75698665ec4c10a53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ade1e209131cea2aeeb.md>)

Recorded evaluation configuration: {"Group label":false}. This record does not assert independent reproduction.

### DFRtr

Worst Acc: 80.7. Result ID: 699a3aa75698665ec4c10a59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe41e209131cea47f22.md>)

Recorded evaluation configuration: {"Group label":true}. This record does not assert independent reproduction.

### ERM

Worst Acc: 47.7. Result ID: 699a3aa75698665ec4c10a52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa30.md>)

Recorded evaluation configuration: {"Group label":false}. This record does not assert independent reproduction.

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