# Continual Learning on ImageNet-A 50 tasks

Source: [Continual Learning on ImageNet-A 50 tasks](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-a-50-tasks>)

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

Data updated: 2026-05-11T09:15:02.038Z

Evaluation of Continual Learning performance on the ImageNet-A dataset structured across 50 distinct tasks, measured using metrics such as Accuracy Last (ALast) and Average Accuracy (AAvg).

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 | Continual Learning |
| Dataset (including any stated split) | ImageNet-A 50 tasks |
| Metric | Accuracy Last |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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 Last](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-a-50-tasks.md?metric=Accuracy%20Last>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-a-50-tasks.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy Last | Result date | Report paper |
| --- | --- | --- | --- |
| SR2-LoRA | 57.08 | Not recorded | 6a01626bdbc836b87d822fb2 |
| LoRA-DRS | 53.28 | Not recorded | 6a01626bdbc836b87d822fb2 |
| MOS | 52.29 | Not recorded | 6a01626bdbc836b87d822fb2 |
| SSIAT | 51.44 | Not recorded | 6a01626bdbc836b87d822fb2 |
| SLCA | 49.31 | Not recorded | 6a01626bdbc836b87d822fb2 |
| MACIL | 47.86 | Not recorded | 6a01626bdbc836b87d822fb2 |
| EASE | 37.06 | Not recorded | 6a01626bdbc836b87d822fb2 |
| CODA-Prompt | 30.35 | Not recorded | 6a01626bdbc836b87d822fb2 |

### SR2-LoRA

Accuracy Last: 57.08. Result ID: 6a019dfc47f34ce924e3ba58.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### LoRA-DRS

Accuracy Last: 53.28. Result ID: 6a019dfc47f34ce924e3ba55.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77bc1e209131cea75057.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### MOS

Accuracy Last: 52.29. Result ID: 6a019dfc47f34ce924e3ba56.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbd3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### SSIAT

Accuracy Last: 51.44. Result ID: 6a019dfc47f34ce924e3ba54.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### SLCA

Accuracy Last: 49.31. Result ID: 6a019dfc47f34ce924e3ba52.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d120.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### MACIL

Accuracy Last: 47.86. Result ID: 6a019dfc47f34ce924e3ba57.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77081e209131cea70a04.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### EASE

Accuracy Last: 37.06. Result ID: 6a019dfc47f34ce924e3ba53.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72981e209131cea57699.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

### CODA-Prompt

Accuracy Last: 30.35. Result ID: 6a019dfc47f34ce924e3ba51.

[Reporting paper](<https://www.sota2.com/research/paper/6a01626bdbc836b87d822fb2.md>)

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction.

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