# Class-Incremental Learning on ImageNet-R (10 sessions, 20-way)

Source: [Class-Incremental Learning on ImageNet-R (10 sessions, 20-way)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-10-sessions-20-way>)

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

Data updated: 2026-05-13T09:24:10.740Z

Evaluation of Class-Incremental Learning performance on the ImageNet-R dataset configured specifically for 10 sessions using a 20-way setup.

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-R 10 sessions, 20-way |
| Metric | Task Accuracy (AT) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Task Accuracy (AT)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-10-sessions-20-way.md?metric=Task%20Accuracy%20(AT)>): Higher is better; unit: PERCENT.

- [Average Accuracy (AA)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-10-sessions-20-way.md?metric=Average%20Accuracy%20(AA)>): Higher is better; unit: PERCENT.

- [Forgetting Frequency (FF)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-10-sessions-20-way.md?metric=Forgetting%20Frequency%20(FF)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Task Accuracy (AT) | Result date | Report paper |
| --- | --- | --- | --- |
| FeCAM | 83.12 | Not recorded | 6a0405c7dbc836b87d8277da |
| COMPOSE | 82.3 | Not recorded | 6a0405c7dbc836b87d8277da |
| F-OAL | 81.7 | Not recorded | 6a0405c7dbc836b87d8277da |
| RanPAC | 81.6 | Not recorded | 6a0405c7dbc836b87d8277da |
| COMPOSE-CT | 80.57 | Not recorded | 6a0405c7dbc836b87d8277da |

### FeCAM

Task Accuracy (AT): 83.12. Result ID: 6a0442a747f34ce924ea6393.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71c81e209131cea52ee6.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### COMPOSE

Task Accuracy (AT): 82.3. Result ID: 6a0442a747f34ce924ea6395.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### F-OAL

Task Accuracy (AT): 81.7. Result ID: 6a0442a747f34ce924ea6394.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1c.md>)

[Implementation](<https://github.com/ZHUANGHP/Analytic-continual-learning>)

Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### RanPAC

Task Accuracy (AT): 81.6. Result ID: 6a0442a747f34ce924ea6392.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

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

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

Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### COMPOSE-CT

Task Accuracy (AT): 80.57. Result ID: 6a0442a747f34ce924ea6396.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

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