# Few-Shot Class-Incremental Image-to-Text on MiniImageNet

Source: [Few-Shot Class-Incremental Image-to-Text on MiniImageNet](<https://www.sota2.com/research/sota/few-shot-class-incremental-image-to-text-on-miniimagenet>)

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

Data updated: 2026-02-26T05:30:28.225Z

Evaluation of model performance on the MiniImageNet dataset under a Few-Shot Class-Incremental Image-to-Text setting, reporting accuracy.

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 Image-to-Text |
| Dataset (including any stated split) | MiniImageNet |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/few-shot-class-incremental-image-to-text-on-miniimagenet.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoACT | 95.34 | Not recorded | 68fa77c51e209131cea75390 |
| Linear Tuning | 95.32 | Not recorded | 68fa77c51e209131cea75390 |
| LoRA | 95.32 | Not recorded | 68fa77c51e209131cea75390 |
| Prototype Learning | 95.31 | Not recorded | 68fa77c51e209131cea75390 |
| PriViLege | 95.04 | Not recorded | 68fa77c51e209131cea75390 |
| CPE-CLIP | 94.57 | Not recorded | 68fa77c51e209131cea75390 |

### CoACT

Accuracy: 95.34. Result ID: 6995680d3badfaffe65bab18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Implementation](<https://github.com/ShuvenduRoy/CoACT-FSCIL>)

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

### Linear Tuning

Accuracy: 95.32. Result ID: 6995680d3badfaffe65bab16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31940.md>)

[Implementation](<https://github.com/zhoudw-zdw/CVPR22-Fact>)

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

### LoRA

Accuracy: 95.32. Result ID: 6995680d3badfaffe65bab17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

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

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

### Prototype Learning

Accuracy: 95.31. Result ID: 6995680d3badfaffe65bab15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef31e209131cea431f0.md>)

[Implementation](<https://github.com/zysong0113/SAVC>)

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

### PriViLege

Accuracy: 95.04. Result ID: 6995680d3badfaffe65bab14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

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

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

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

### CPE-CLIP

Accuracy: 94.57. Result ID: 6995680d3badfaffe65bab13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d11e209131cea53203.md>)

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

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