# Classification on ImageNet 16-shot

Source: [Classification on ImageNet 16-shot](<https://www.sota2.com/research/sota/classification-on-imagenet-16-shot>)

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

Data updated: 2026-02-26T05:31:56.078Z

Evaluation of Classification performance on the ImageNet 16-shot dataset, 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 | Classification |
| Dataset (including any stated split) | ImageNet 16-shot |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/classification-on-imagenet-16-shot.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| T-DHA | 64.85 | Not recorded | 6938fe976cfd488761a53da6 |
| ECALP | 64.37 | Not recorded | 6938fe976cfd488761a53da6 |
| DMN-TF | 64.28 | Not recorded | 6938fe976cfd488761a53da6 |
| APE | 63.38 | Not recorded | 6938fe976cfd488761a53da6 |
| Tip-Adapter | 62.03 | Not recorded | 6938fe976cfd488761a53da6 |

### T-DHA

Accuracy: 64.85. Result ID: 69986b7d5698665ec4cb1ed9.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

Recorded evaluation configuration: {"Train":"-","Test":"10.2ms","GFLOPs":"-","Param.":"-"}. This record does not assert independent reproduction.

### ECALP

Accuracy: 64.37. Result ID: 69986b7d5698665ec4cb1ed8.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773d1e209131cea71ea9.md>)

Recorded evaluation configuration: {"Train":"-","Test":"10.6ms","GFLOPs":"-","Param.":"-"}. This record does not assert independent reproduction.

### DMN-TF

Accuracy: 64.28. Result ID: 69986b7d5698665ec4cb1ed7.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea58047.md>)

[Implementation](<https://github.com/YBZh/DMN>)

Recorded evaluation configuration: {"Train":"-","Test":"10.7ms","GFLOPs":"-","Param.":"-"}. This record does not assert independent reproduction.

### APE

Accuracy: 63.38. Result ID: 69986b7d5698665ec4cb1ed6.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef41e209131cea432a2.md>)

Recorded evaluation configuration: {"Train":"-","Test":"10.4ms","GFLOPs":"-","Param.":"-"}. This record does not assert independent reproduction.

### Tip-Adapter

Accuracy: 62.03. Result ID: 69986b7d5698665ec4cb1ed5.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe976cfd488761a53da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37b29.md>)

Recorded evaluation configuration: {"Train":"-","Test":"10.4ms","GFLOPs":"-","Param.":"-"}. This record does not assert independent reproduction.

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