# Class-Incremental Learning on ImageNet-A Uniformly Abrupt scenario

Source: [Class-Incremental Learning on ImageNet-A Uniformly Abrupt scenario](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-a-uniformly-abrupt-scenario>)

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

Data updated: 2026-03-17T07:21:01.568Z

Evaluation of Class-Incremental Learning performance on the ImageNet-A dataset under the Uniformly Abrupt corruption scenario, reporting 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 | Class-Incremental Learning |
| Dataset (including any stated split) | ImageNet-A Uniformly Abrupt scenario |
| Metric | Average Accuracy |
| 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

- [Average Accuracy](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-a-uniformly-abrupt-scenario.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PROTEUS | 63.19 | Not recorded | 69b8e0040636e5bf4afbe95f |
| RanPAC | 62.76 | Not recorded | 69b8e0040636e5bf4afbe95f |
| CODAPrompt | 52.86 | Not recorded | 69b8e0040636e5bf4afbe95f |
| SD-LoRA | 52.03 | Not recorded | 69b8e0040636e5bf4afbe95f |
| DualPrompt | 49.37 | Not recorded | 69b8e0040636e5bf4afbe95f |
| AdaPromptCL | 48.67 | Not recorded | 69b8e0040636e5bf4afbe95f |
| InfLoRA | 47.88 | Not recorded | 69b8e0040636e5bf4afbe95f |
| L2P | 45.36 | Not recorded | 69b8e0040636e5bf4afbe95f |
| HiDe-Prompt | 40.81 | Not recorded | 69b8e0040636e5bf4afbe95f |
| SPrompt | 40.49 | Not recorded | 69b8e0040636e5bf4afbe95f |

### PROTEUS

Average Accuracy: 63.19. Result ID: 69b900d747f34ce924a112af.

[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

Average Accuracy: 62.76. Result ID: 69b900d747f34ce924a112ae.

[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.

### CODAPrompt

Average Accuracy: 52.86. Result ID: 69b900d647f34ce924a112a8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42add.md>)

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

### SD-LoRA

Average Accuracy: 52.03. Result ID: 69b900d747f34ce924a112ad.

[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.

### DualPrompt

Average Accuracy: 49.37. Result ID: 69b900d647f34ce924a112a7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea38614.md>)

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

### AdaPromptCL

Average Accuracy: 48.67. Result ID: 69b900d647f34ce924a112aa.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74351e209131cea60717.md>)

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

### InfLoRA

Average Accuracy: 47.88. Result ID: 69b900d647f34ce924a112ac.

[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.

### L2P

Average Accuracy: 45.36. Result ID: 69b900d647f34ce924a112a6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ad7.md>)

[Implementation](<https://github.com/google-research/l2p>)

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

### HiDe-Prompt

Average Accuracy: 40.81. Result ID: 69b900d647f34ce924a112ab.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d81e209131cea4d9f3.md>)

[Implementation](<https://github.com/thu-ml/HiDe-Prompt>)

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

### SPrompt

Average Accuracy: 40.49. Result ID: 69b900d647f34ce924a112a9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea424c2.md>)

[Implementation](<https://github.com/iamwangyabin/S-Prompts>)

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

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