# Class Incremental Learning on ImageNet-R B0 Inc40 (test)

Source: [Class Incremental Learning on ImageNet-R B0 Inc40 (test)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-b0-inc40-test>)

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

Data updated: 2026-05-11T09:41:53.691Z

Evaluation of Class Incremental Learning performance on the test split of ImageNet-R configured with B0 base classes and 40 incremental steps, reporting Average and Last accuracies.

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 B0 Inc40 (test) |
| Metric | Average 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

- [Average Accuracy](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-b0-inc40-test.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Last Accuracy](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-b0-inc40-test.md?metric=Last%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HDSD | 87.57 | Not recorded | 6a0162afdbc836b87d82324f |
| ENGINE | 85.88 | Not recorded | 6a0162afdbc836b87d82324f |
| RAPF | 84.52 | Not recorded | 6a0162afdbc836b87d82324f |
| BOFA | 84.35 | Not recorded | 6a0162afdbc836b87d82324f |
| DualPrompt | 83.77 | Not recorded | 6a0162afdbc836b87d82324f |
| L2P++ | 82.81 | Not recorded | 6a0162afdbc836b87d82324f |
| PROOF | 82.63 | Not recorded | 6a0162afdbc836b87d82324f |
| ADAM-Adapter | 79.87 | Not recorded | 6a0162afdbc836b87d82324f |
| CODA | 78.8 | Not recorded | 6a0162afdbc836b87d82324f |

### HDSD

Average Accuracy: 87.57. Result ID: 6a01a45f47f34ce924e3e907.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

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

### ENGINE

Average Accuracy: 85.88. Result ID: 6a01a45f47f34ce924e3e904.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a291e209131cea816d8.md>)

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

### RAPF

Average Accuracy: 84.52. Result ID: 6a01a45f47f34ce924e3e906.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74331e209131cea60657.md>)

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

### BOFA

Average Accuracy: 84.35. Result ID: 6a01a45f47f34ce924e3e905.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aac176750be83fe5ce422.md>)

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

### DualPrompt

Average Accuracy: 83.77. Result ID: 6a01a45f47f34ce924e3e901.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

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

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

### L2P++

Average Accuracy: 82.81. Result ID: 6a01a45f47f34ce924e3e900.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.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.

### PROOF

Average Accuracy: 82.63. Result ID: 6a01a45f47f34ce924e3e8ff.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f01e209131cea701a9.md>)

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

### ADAM-Adapter

Average Accuracy: 79.87. Result ID: 6a01a45f47f34ce924e3e903.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74641e209131cea616e7.md>)

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

### CODA

Average Accuracy: 78.8. Result ID: 6a01a45f47f34ce924e3e902.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162afdbc836b87d82324f.md>)

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

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

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