# Continual Learning on ImageNet-R 100 tasks

Source: [Continual Learning on ImageNet-R 100 tasks](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-100-tasks>)

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

Data updated: 2026-02-26T05:31:25.264Z

Evaluation of Continual Learning performance on the ImageNet-R dataset structured across 100 tasks, measured using Accuracy and Forgetting.

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-R 100 tasks |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/continual-learning-on-imagenet-r-100-tasks.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Forgetting](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-100-tasks.md?metric=Forgetting>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ARCL-ViT | 70.72 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| VPT-CPG | 64.63 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| CPrompt | 59.9 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| EASE | 51.56 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| ConvPrompt | 44.32 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| OVOR-Deep | 43.02 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| InfLoRA | 42.23 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| L2P | 41.51 | Not recorded | 6985758ac97a0b3e3b5d5c7b |
| Seq-FT | 10.65 | Not recorded | 6985758ac97a0b3e3b5d5c7b |

### ARCL-ViT

Accuracy: 70.72. Result ID: 69973d585698665ec48dd694.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"This work"}. This record does not assert independent reproduction.

### VPT-CPG

Accuracy: 64.63. Result ID: 69973d585698665ec48dd692.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"AAAI’25"}. This record does not assert independent reproduction.

### CPrompt

Accuracy: 59.9. Result ID: 69973d585698665ec48dd691.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24"}. This record does not assert independent reproduction.

### EASE

Accuracy: 51.56. Result ID: 69973d585698665ec48dd690.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24"}. This record does not assert independent reproduction.

### ConvPrompt

Accuracy: 44.32. Result ID: 69973d585698665ec48dd68e.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24"}. This record does not assert independent reproduction.

### OVOR-Deep

Accuracy: 43.02. Result ID: 69973d585698665ec48dd68d.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"ICLR’24"}. This record does not assert independent reproduction.

### InfLoRA

Accuracy: 42.23. Result ID: 69973d585698665ec48dd68f.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR’24"}. This record does not assert independent reproduction.

### L2P

Accuracy: 41.51. Result ID: 69973d585698665ec48dd68c.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction.

### Seq-FT

Accuracy: 10.65. Result ID: 69973d585698665ec48dd693.

[Reporting paper](<https://www.sota2.com/research/paper/6985758ac97a0b3e3b5d5c7b.md>)

Recorded evaluation configuration: {"Venue":"Baseline"}. This record does not assert independent reproduction.

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