# Few-shot Image Classification on CIFAR-FS (novel)

Source: [Few-shot Image Classification on CIFAR-FS (novel)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cifar-fs-novel>)

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

Data updated: 2026-02-26T05:21:02.581Z

Evaluation of Few-shot Image Classification performance on the novel split of the CIFAR-FS dataset, reporting 1-shot and 5-shot accuracies.

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 Image Classification |
| Dataset (including any stated split) | CIFAR-FS (novel) |
| Metric | 1-shot Acc |
| 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

- [1-shot Acc](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cifar-fs-novel.md?metric=1-shot%20Acc>): Higher is better; unit: PERCENT.

- [5-shot Acc](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cifar-fs-novel.md?metric=5-shot%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | 1-shot Acc | Result date | Report paper |
| --- | --- | --- | --- |
| PT+MAP | 87.69 | Not recorded | 68fa69301e209131cea20ae3 |
| Transfer+SGC | 83.9 | Not recorded | 68fa69301e209131cea20ae3 |
| DSN-MR | 78 | Not recorded | 68fa69301e209131cea20ae3 |
| S2M2\_R | 74.81 | Not recorded | 68fa69301e209131cea20ae3 |
| PT+NCM | 74.64 | Not recorded | 68fa69301e209131cea20ae3 |
| MAML | 58.9 | Not recorded | 68fa69301e209131cea20ae3 |
| ProtoNet | 55.5 | Not recorded | 68fa69301e209131cea20ae3 |

### PT+MAP

1-shot Acc: 87.69. Result ID: 698d9c738b517eb43322aa89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Implementation](<https://github.com/yhu01/PT-MAP>)

Recorded evaluation configuration: {"Setting":"Transductive","Backbone":"WRN"}. This record does not assert independent reproduction.

### Transfer+SGC

1-shot Acc: 83.9. Result ID: 698d9c738b517eb43322aa88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69281e209131cea2065a.md>)

[Implementation](<https://github.com/yhu01/transfer-sgc>)

Recorded evaluation configuration: {"Setting":"Transductive","Backbone":"WRN"}. This record does not assert independent reproduction.

### DSN-MR

1-shot Acc: 78. Result ID: 698d9c738b517eb43322aa87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

Recorded evaluation configuration: {"Setting":"Transductive","Backbone":"ResNet12"}. This record does not assert independent reproduction.

### S2M2\_R

1-shot Acc: 74.81. Result ID: 698d9c738b517eb43322aa85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ef1e209131cea13576.md>)

[Implementation](<https://github.com/nupurkmr9/S2M2_fewshot>)

Recorded evaluation configuration: {"Setting":"Inductive","Backbone":"WRN"}. This record does not assert independent reproduction.

### PT+NCM

1-shot Acc: 74.64. Result ID: 698d9c738b517eb43322aa86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Implementation](<https://github.com/yhu01/PT-MAP>)

Recorded evaluation configuration: {"Setting":"Inductive","Backbone":"WRN"}. This record does not assert independent reproduction.

### MAML

1-shot Acc: 58.9. Result ID: 698d9c738b517eb43322aa84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"Setting":"Inductive","Backbone":"ConvNet32"}. This record does not assert independent reproduction.

### ProtoNet

1-shot Acc: 55.5. Result ID: 698d9c738b517eb43322aa83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20ae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa636e1e209131ce9febd3.md>)

Recorded evaluation configuration: {"Setting":"Inductive","Backbone":"ConvNet64"}. This record does not assert independent reproduction.

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