# Class Incremental Learning on ImageNet-R Inc-10 B-0 (test)

Source: [Class Incremental Learning on ImageNet-R Inc-10 B-0 (test)](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-inc-10-b-0-test>)

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

Data updated: 2026-03-20T10:32:14.739Z

Evaluation of model performance on the test split of ImageNet-R Inc-10 B-0 under a Class Incremental Learning setting, reporting Favg.

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 Inc-10 B-0 (test) |
| Metric | Favg |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Favg](<https://www.sota2.com/research/sota/class-incremental-learning-on-imagenet-r-inc-10-b-0-test.md?metric=Favg>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Favg | Result date | Report paper |
| --- | --- | --- | --- |
| SimpleCIL | 7.73 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| G-ACIL | 7.21 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| KLDA | 6.52 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| RanPAC | 6.34 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| AnaCP | 6.31 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| LoRanPAC | 6.03 | Not recorded | 69bcd4b00636e5bf4afc2c69 |
| SCL-MGSM | 5.31 | Not recorded | 69bcd4b00636e5bf4afc2c69 |

### SimpleCIL

Favg: 7.73. Result ID: 69bd221247f34ce924a7f759.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### G-ACIL

Favg: 7.21. Result ID: 69bd221247f34ce924a7f75c.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### KLDA

Favg: 6.52. Result ID: 69bd221247f34ce924a7f75a.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764d1e209131cea6c42d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### RanPAC

Favg: 6.34. Result ID: 69bd221247f34ce924a7f75b.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### AnaCP

Favg: 6.31. Result ID: 69bd221247f34ce924a7f75e.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4efad6b0dd334292d60e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### LoRanPAC

Favg: 6.03. Result ID: 69bd221247f34ce924a7f75d.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a11e209131cea797a3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

### SCL-MGSM

Favg: 5.31. Result ID: 69bd221247f34ce924a7f75f.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4b00636e5bf4afc2c69.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Initial Classes (B-m)":"0","Incremental Protocol (Inc-n)":"10"}. This record does not assert independent reproduction.

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