# Image Classification on ImageNet-R 100 tasks

Source: [Image Classification on ImageNet-R 100 tasks](<https://www.sota2.com/research/sota/image-classification-on-imagenet-r-100-tasks>)

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

Data updated: 2026-03-17T07:21:01.677Z

Evaluation of Image Classification performance on the ImageNet-R 100 tasks variant, typically reporting standard 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) | ImageNet-R 100 tasks |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-r-100-tasks.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PROTEUS | 75.69 | Not recorded | 69b8e0040636e5bf4afbe95f |
| RanPAC | 72.1 | Not recorded | 69b8e0040636e5bf4afbe95f |
| SD-LoRA | 55.08 | Not recorded | 69b8e0040636e5bf4afbe95f |
| InfLoRA | 40.6 | Not recorded | 69b8e0040636e5bf4afbe95f |

### PROTEUS

Accuracy: 75.69. Result ID: 69b900d747f34ce924a112d6.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe95f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RanPAC

Accuracy: 72.1. Result ID: 69b900d747f34ce924a112d5.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71cb1e209131cea53052.md>)

[Implementation](<https://github.com/RanPAC/RanPAC>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SD-LoRA

Accuracy: 55.08. Result ID: 69b900d747f34ce924a112d4.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77461e209131cea7225e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InfLoRA

Accuracy: 40.6. Result ID: 69b900d747f34ce924a112d3.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bb1e209131cea58354.md>)

[Implementation](<https://github.com/liangyanshuo/InfLoRA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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