# Image Classification on ImageNet (Worst Group Accuracy)

Source: [Image Classification on ImageNet (Worst Group Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-worst-group-accuracy>)

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

Data updated: 2026-06-11T10:36:34.766Z

Evaluation of Image Classification performance on the standard ImageNet dataset, specifically reporting the Worst Group Accuracy (Top-1) metric, often used for fairness or robustness analysis.

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) | ImageNet |
| Metric | Worst Group Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 Group Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-worst-group-accuracy.md?metric=Worst%20Group%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Worst Group Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RCAP | 26 | Not recorded | 6a2a40fed33dfb23e783920b |
| RCAP | 24 | Not recorded | 6a2a40fed33dfb23e783920b |
| InfoBatch | 18.67 | Not recorded | 6a2a40fed33dfb23e783920b |
| CCS | 0 | Not recorded | 6a2a40fed33dfb23e783920b |

### RCAP

Worst Group Top-1 Accuracy: 26. Result ID: 6a2a8e4bfbc373592c286a58.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

Recorded evaluation configuration: {"Prune Rate":"90%","Time (minutes)":"30.5"}. This record does not assert independent reproduction.

### RCAP

Worst Group Top-1 Accuracy: 24. Result ID: 6a2a8e4bfbc373592c286a57.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

Recorded evaluation configuration: {"Prune Rate":"50%","Time (minutes)":"130.5"}. This record does not assert independent reproduction.

### InfoBatch

Worst Group Top-1 Accuracy: 18.67. Result ID: 6a2a8e4bfbc373592c286a56.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de23.md>)

Recorded evaluation configuration: {"Prune Rate":"50%"}. This record does not assert independent reproduction.

### CCS

Worst Group Top-1 Accuracy: 0. Result ID: 6a2a8e4bfbc373592c286a55.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40fed33dfb23e783920b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb81e209131cea41c53.md>)

Recorded evaluation configuration: {"Prune Rate":"50%"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.