# Image Classification on FC100

Source: [Image Classification on FC100](<https://www.sota2.com/research/sota/image-classification-on-fc100>)

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

Data updated: 2026-02-26T05:31:22.934Z

Evaluation of standard Image Classification performance on the FC100 dataset, reporting general accuracy metrics.

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 | Image Classification |
| Dataset (including any stated split) | FC100 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/image-classification-on-fc100.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/image-classification-on-fc100.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MPA | 87.47 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| SPM | 68.35 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| ECER-FSL | 57.34 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| SemFew-Trans | 54.27 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| SP-CLIP | 48.53 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| HCTransformers | 48.15 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| CPEA | 47.24 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |
| Meta-UAFS | 41.99 | Not recorded | 698d5e63c97a0b3e3b5e3c63 |

### MPA

Accuracy: 87.47. Result ID: 6997274d5698665ec475e776.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

Recorded evaluation configuration: {"Marker":"-","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### SPM

Accuracy: 68.35. Result ID: 6997274d5698665ec475e774.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

Recorded evaluation configuration: {"Marker":"AAAI-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### ECER-FSL

Accuracy: 57.34. Result ID: 6997274d5698665ec475e775.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62941.md>)

Recorded evaluation configuration: {"Marker":"AAAI-25","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### SemFew-Trans

Accuracy: 54.27. Result ID: 6997274d5698665ec475e773.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea589de.md>)

Recorded evaluation configuration: {"Marker":"CVPR-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### SP-CLIP

Accuracy: 48.53. Result ID: 6997274d5698665ec475e772.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee61e209131cea42c30.md>)

Recorded evaluation configuration: {"Marker":"CVPR-23","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### HCTransformers

Accuracy: 48.15. Result ID: 6997274d5698665ec475e770.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c41.md>)

[Implementation](<https://github.com/StomachCold/HCTransformers>)

Recorded evaluation configuration: {"Marker":"CVPR-22","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### CPEA

Accuracy: 47.24. Result ID: 6997274d5698665ec475e771.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

Recorded evaluation configuration: {"Marker":"ICCV-23","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

### Meta-UAFS

Accuracy: 41.99. Result ID: 6997274d5698665ec475e76f.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e63c97a0b3e3b5e3c63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b02.md>)

Recorded evaluation configuration: {"Marker":"IJCAI-21","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction.

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