# Cross-dataset Continual Learning on CIFAR100-I2C Transfer from ImageNet100 (test)

Source: [Cross-dataset Continual Learning on CIFAR100-I2C Transfer from ImageNet100 (test)](<https://www.sota2.com/research/sota/cross-dataset-continual-learning-on-cifar100-i2c-transfer-from-imagenet100-test>)

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

Data updated: 2026-02-26T05:30:06.788Z

Evaluation of Cross-dataset Continual Learning performance where knowledge is transferred from ImageNet100 to CIFAR100, tested on the specific I2C transfer 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 | Cross-dataset Continual Learning |
| Dataset (including any stated split) | CIFAR100-I2C Transfer from ImageNet100 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 20 of 20 |
| 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/cross-dataset-continual-learning-on-cifar100-i2c-transfer-from-imagenet100-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Forward Transfer (FT)](<https://www.sota2.com/research/sota/cross-dataset-continual-learning-on-cifar100-i2c-transfer-from-imagenet100-test.md?metric=Forward%20Transfer%20(FT)>): Higher is better; unit: SCALAR.

- [Last Task Accuracy](<https://www.sota2.com/research/sota/cross-dataset-continual-learning-on-cifar100-i2c-transfer-from-imagenet100-test.md?metric=Last%20Task%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AttriCLIP | 82.3 | Not recorded | 68fa72911e209131cea57225 |
| DualPrompt | 80.7 | Not recorded | 68fa72911e209131cea57225 |
| DualPrompt | 74.7 | Not recorded | 68fa72911e209131cea57225 |
| ARI | 74.5 | Not recorded | 68fa72911e209131cea57225 |
| Continual-CLIP | 66.7 | Not recorded | 68fa72911e209131cea57225 |
| CoOp | 61.1 | Not recorded | 68fa72911e209131cea57225 |
| ARI | 59.9 | Not recorded | 68fa72911e209131cea57225 |
| CoOp | 59 | Not recorded | 68fa72911e209131cea57225 |
| iCaRL | 49.7 | Not recorded | 68fa72911e209131cea57225 |
| iCaRL | 46.5 | Not recorded | 68fa72911e209131cea57225 |

### AttriCLIP

Accuracy: 82.3. Result ID: 6992418c3a6c3148490dac8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

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

Recorded evaluation configuration: {"Memory":"0"}. This record does not assert independent reproduction.

### DualPrompt

Accuracy: 80.7. Result ID: 6992418c3a6c3148490dac8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

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

Recorded evaluation configuration: {"Memory":"0","Expansion Scheme":"Method-1"}. This record does not assert independent reproduction.

### DualPrompt

Accuracy: 74.7. Result ID: 6992418c3a6c3148490dac8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

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

Recorded evaluation configuration: {"Memory":"0","Expansion Scheme":"Method-2"}. This record does not assert independent reproduction.

### ARI

Accuracy: 74.5. Result ID: 6992418c3a6c3148490dac8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2fb.md>)

Recorded evaluation configuration: {"Memory":"2000","Expansion Scheme":"Method-1"}. This record does not assert independent reproduction.

### Continual-CLIP

Accuracy: 66.7. Result ID: 6992418c3a6c3148490dac8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8e1e209131cea3a917.md>)

Recorded evaluation configuration: {"Memory":"0"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 61.1. Result ID: 6992418c3a6c3148490dac88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

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

Recorded evaluation configuration: {"Memory":"1000","Expansion Scheme":"Method-1"}. This record does not assert independent reproduction.

### ARI

Accuracy: 59.9. Result ID: 6992418c3a6c3148490dac8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2fb.md>)

Recorded evaluation configuration: {"Memory":"2000","Expansion Scheme":"Method-2"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 59. Result ID: 6992418c3a6c3148490dac89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

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

Recorded evaluation configuration: {"Memory":"1000","Expansion Scheme":"Method-2"}. This record does not assert independent reproduction.

### iCaRL

Accuracy: 49.7. Result ID: 6992418c3a6c3148490dac86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"Memory":"2000","Expansion Scheme":"Method-1"}. This record does not assert independent reproduction.

### iCaRL

Accuracy: 46.5. Result ID: 6992418c3a6c3148490dac87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"Memory":"2000","Expansion Scheme":"Method-2"}. This record does not assert independent reproduction.

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