# Few-Shot Class-Incremental Learning on miniImageNet

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

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

Data updated: 2026-02-26T05:30:28.062Z

Evaluation of model performance on the miniImageNet dataset under a Few-Shot Class-Incremental Learning setting, reporting general 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 Learning |
| Dataset (including any stated split) | miniImageNet |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-learning-on-miniimagenet.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoACT | 96.24 | Not recorded | 68fa77c51e209131cea75390 |
| PriViLege | 94.1 | Not recorded | 68fa77c51e209131cea75390 |
| CPE-CLIP | 82.77 | Not recorded | 68fa77c51e209131cea75390 |
| SV-T | 82.38 | Not recorded | 68fa77c51e209131cea75390 |
| BOT | 59.57 | Not recorded | 68fa77c51e209131cea75390 |
| SAVC | 57.11 | Not recorded | 68fa77c51e209131cea75390 |
| SoftNet | 54.68 | Not recorded | 68fa77c51e209131cea75390 |
| FACT | 50.49 | Not recorded | 68fa77c51e209131cea75390 |
| LIMIT | 49.19 | Not recorded | 68fa77c51e209131cea75390 |

### CoACT

Accuracy: 96.24. Result ID: 6995680d3badfaffe65baadc.

[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: Not recorded. This record does not assert independent reproduction.

### PriViLege

Accuracy: 94.1. Result ID: 6995680d3badfaffe65baadb.

[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: 82.77. Result ID: 6995680d3badfaffe65baada.

[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.

### SV-T

Accuracy: 82.38. Result ID: 6995680d3badfaffe65baad9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428f2.md>)

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

### BOT

Accuracy: 59.57. Result ID: 6995680d3badfaffe65baad8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c61e209131cea63b8c.md>)

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

### SAVC

Accuracy: 57.11. Result ID: 6995680d3badfaffe65baad6.

[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.

### SoftNet

Accuracy: 54.68. Result ID: 6995680d3badfaffe65baad7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ea71e209131cea411c6.md>)

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

### FACT

Accuracy: 50.49. Result ID: 6995680d3badfaffe65baad5.

[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.

### LIMIT

Accuracy: 49.19. Result ID: 6995680d3badfaffe65baad4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38851.md>)

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

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