# Incremental Learning on ImageNet-100 B50, 25 steps (test)

Source: [Incremental Learning on ImageNet-100 B50, 25 steps (test)](<https://www.sota2.com/research/sota/incremental-learning-on-imagenet-100-b50-25-steps-test>)

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

Data updated: 2026-02-26T05:36:03.981Z

Evaluation of model performance on the ImageNet-100 dataset, specifically using the B50 configuration with 25 steps, tested on the test split, under an Incremental Learning protocol.

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 | Incremental Learning |
| Dataset (including any stated split) | ImageNet-100 B50, 25 steps (test) |
| Metric | Avg Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Avg Accuracy](<https://www.sota2.com/research/sota/incremental-learning-on-imagenet-100-b50-25-steps-test.md?metric=Avg%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Bound | 0.812 | Not recorded | 68fa6d181e209131cea37af3 |
| FOSTER | 0.6934 | Not recorded | 68fa6d181e209131cea37af3 |
| PODNet | 0.6728 | Not recorded | 68fa6d181e209131cea37af3 |
| BiC | 0.5965 | Not recorded | 68fa6d181e209131cea37af3 |
| WA | 0.5834 | Not recorded | 68fa6d181e209131cea37af3 |
| iCaRL | 0.5456 | Not recorded | 68fa6d181e209131cea37af3 |

### Bound

Avg Accuracy: 0.812. Result ID: 698f8db33a6c314849fa0cd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

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

### FOSTER

Avg Accuracy: 0.6934. Result ID: 698f8db33a6c314849fa0cdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

[Implementation](<https://github.com/G-U-N/ECCV22-FOSTER>)

Recorded evaluation configuration: {"backbones":"single"}. This record does not assert independent reproduction.

### PODNet

Avg Accuracy: 0.6728. Result ID: 698f8db33a6c314849fa0cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686b1e209131cea1bffa.md>)

[Implementation](<https://www.sota2.com/github.com/arthurdouillard/incremental_learning.pytorch>)

Recorded evaluation configuration: {"backbones":"single"}. This record does not assert independent reproduction.

### BiC

Avg Accuracy: 0.5965. Result ID: 698f8db33a6c314849fa0cd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65dc1e209131cea0ce26.md>)

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

Recorded evaluation configuration: {"backbones":"single"}. This record does not assert independent reproduction.

### WA

Avg Accuracy: 0.5834. Result ID: 698f8db33a6c314849fa0cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117b4.md>)

Recorded evaluation configuration: {"backbones":"single"}. This record does not assert independent reproduction.

### iCaRL

Avg Accuracy: 0.5456. Result ID: 698f8db33a6c314849fa0cd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37af3.md>)

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

Recorded evaluation configuration: {"backbones":"single"}. This record does not assert independent reproduction.

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