# Federated Class-Incremental Learning on ImageNet-R

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

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

Data updated: 2026-03-09T07:12:02.846Z

Evaluation of model performance on the ImageNet-R dataset under a Federated Class-Incremental Learning setting, reporting FAA scores.

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 | Federated Class-Incremental Learning |
| Dataset (including any stated split) | ImageNet-R |
| Metric | FAA (β=0.5) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [FAA (β=0.5)](<https://www.sota2.com/research/sota/federated-class-incremental-learning-on-imagenet-r.md?metric=FAA%20(%CE%B2%3D0.5)>): Higher is better; unit: PERCENT.

- [FAA (β=0.1)](<https://www.sota2.com/research/sota/federated-class-incremental-learning-on-imagenet-r.md?metric=FAA%20(%CE%B2%3D0.1)>): Higher is better; unit: PERCENT.

- [FAA (β=0.05)](<https://www.sota2.com/research/sota/federated-class-incremental-learning-on-imagenet-r.md?metric=FAA%20(%CE%B2%3D0.05)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FAA (β=0.5) | Result date | Report paper |
| --- | --- | --- | --- |
| C²Prompt | 75.23 | Not recorded | 68fa7b931e209131cea89385 |
| Powder | 74.62 | Not recorded | 68fa7b931e209131cea89385 |
| LoRM | 72.48 | Not recorded | 68fa7b931e209131cea89385 |
| CCVR | 70 | Not recorded | 68fa7b931e209131cea89385 |
| RegMean | 61.18 | Not recorded | 68fa7b931e209131cea89385 |
| CODA-P | 61.18 | Not recorded | 68fa7b931e209131cea89385 |
| EWC | 58.93 | Not recorded | 68fa7b931e209131cea89385 |
| FisherAVG | 58.68 | Not recorded | 68fa7b931e209131cea89385 |
| FedProto | 58.52 | Not recorded | 68fa7b931e209131cea89385 |
| TARGET | 54.65 | Not recorded | 68fa7b931e209131cea89385 |
| LwF | 54.03 | Not recorded | 68fa7b931e209131cea89385 |
| PILoRA | 53.67 | Not recorded | 68fa7b931e209131cea89385 |
| L2P | 42.08 | Not recorded | 68fa7b931e209131cea89385 |

### C²Prompt

FAA (β=0.5): 75.23. Result ID: 69ae72b46dbb7075b9561723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

Recorded evaluation configuration: {"Publication":"This Paper"}. This record does not assert independent reproduction.

### Powder

FAA (β=0.5): 74.62. Result ID: 69ae72b46dbb7075b9561721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

Recorded evaluation configuration: {"Publication":"ICML 2024"}. This record does not assert independent reproduction.

### LoRM

FAA (β=0.5): 72.48. Result ID: 69ae72b46dbb7075b9561722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b5f.md>)

Recorded evaluation configuration: {"Publication":"ICLR 2025"}. This record does not assert independent reproduction.

### CCVR

FAA (β=0.5): 70. Result ID: 69ae72b46dbb7075b956171b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9ae.md>)

Recorded evaluation configuration: {"Publication":"NeurIPS 2021"}. This record does not assert independent reproduction.

### RegMean

FAA (β=0.5): 61.18. Result ID: 69ae72b46dbb7075b956171a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ba1e209131cea7a165.md>)

Recorded evaluation configuration: {"Publication":"ICLR 2023"}. This record does not assert independent reproduction.

### CODA-P

FAA (β=0.5): 61.18. Result ID: 69ae72b46dbb7075b956171d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

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

Recorded evaluation configuration: {"Publication":"CVPR 2023"}. This record does not assert independent reproduction.

### EWC

FAA (β=0.5): 58.93. Result ID: 69ae72b46dbb7075b9561717.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Publication":"NAS 2017"}. This record does not assert independent reproduction.

### FisherAVG

FAA (β=0.5): 58.68. Result ID: 69ae72b46dbb7075b9561719.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d491e209131cea38c5f.md>)

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

Recorded evaluation configuration: {"Publication":"NeurIPS 2022"}. This record does not assert independent reproduction.

### FedProto

FAA (β=0.5): 58.52. Result ID: 69ae72b46dbb7075b956171e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea3152d.md>)

Recorded evaluation configuration: {"Publication":"AAAI 2022"}. This record does not assert independent reproduction.

### TARGET

FAA (β=0.5): 54.65. Result ID: 69ae72b46dbb7075b956171f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a479.md>)

Recorded evaluation configuration: {"Publication":"ICCV 2023"}. This record does not assert independent reproduction.

### LwF

FAA (β=0.5): 54.03. Result ID: 69ae72b46dbb7075b9561718.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Publication":"PAMI 2017"}. This record does not assert independent reproduction.

### PILoRA

FAA (β=0.5): 53.67. Result ID: 69ae72b46dbb7075b9561720.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd9f.md>)

Recorded evaluation configuration: {"Publication":"ECCV 2024"}. This record does not assert independent reproduction.

### L2P

FAA (β=0.5): 42.08. Result ID: 69ae72b46dbb7075b956171c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b931e209131cea89385.md>)

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

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

Recorded evaluation configuration: {"Publication":"CVPR 2022"}. This record does not assert independent reproduction.

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