# Few-Shot Class-Incremental Learning on miniImageNet (5-way 5-shot setup)

Source: [Few-Shot Class-Incremental Learning on miniImageNet (5-way 5-shot setup)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-miniimagenet-5-way-5-shot-setup>)

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

Data updated: 2026-02-26T05:26:29.245Z

Evaluation of Few-Shot Class-Incremental Learning performance on the miniImageNet dataset configured specifically for a 5-way, 5-shot incremental learning protocol, reporting metrics like A\_Base, A\_Last, and A\_Avg.

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 | Few-Shot Class-Incremental Learning |
| Dataset (including any stated split) | miniImageNet 5-way 5-shot incremental setup |
| Metric | A\_Base |
| 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

- [A\_Base](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-miniimagenet-5-way-5-shot-setup.md?metric=A_Base>): Higher is better; unit: PERCENT.

- [A\_Last](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-miniimagenet-5-way-5-shot-setup.md?metric=A_Last>): Higher is better; unit: PERCENT.

- [A\_Avg](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-miniimagenet-5-way-5-shot-setup.md?metric=A_Avg>): Higher is better; unit: PERCENT.

## Recorded results

| Method | A\_Base | Result date | Report paper |
| --- | --- | --- | --- |
| PriViLege | 96.68 | Not recorded | 68fa72b91e209131cea582a6 |
| DualPrompt | 95.05 | Not recorded | 68fa72b91e209131cea582a6 |
| L2P | 94.59 | Not recorded | 68fa72b91e209131cea582a6 |
| Fine-Tuning + Proto | 93.67 | Not recorded | 68fa72b91e209131cea582a6 |
| CEC | 87.43 | Not recorded | 68fa72b91e209131cea582a6 |
| WaRP | 83.3 | Not recorded | 68fa72b91e209131cea582a6 |
| NC-FSCIL | 77.25 | Not recorded | 68fa72b91e209131cea582a6 |

### PriViLege

A\_Base: 96.68. Result ID: 699255873a6c3148490e40b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

[Implementation](<https://github.com/KHU-AGI/PriViLege>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### DualPrompt

A\_Base: 95.05. Result ID: 699255873a6c3148490e40b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### L2P

A\_Base: 94.59. Result ID: 699255873a6c3148490e40b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Fine-Tuning + Proto

A\_Base: 93.67. Result ID: 699255873a6c3148490e40b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CEC

A\_Base: 87.43. Result ID: 699255873a6c3148490e40b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e3.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### WaRP

A\_Base: 83.3. Result ID: 699255873a6c3148490e40b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### NC-FSCIL

A\_Base: 77.25. Result ID: 699255873a6c3148490e40b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea582a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405f0.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

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