# Image Classification on iNat 1-shot 18

Source: [Image Classification on iNat 1-shot 18](<https://www.sota2.com/research/sota/image-classification-on-inat-1-shot-18>)

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

Data updated: 2026-02-26T05:30:18.017Z

Evaluation of Image Classification performance on the 1-shot setting of the iNaturalist 2018 dataset, typically measured by 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 | Image Classification |
| Dataset (including any stated split) | iNat 1-shot 18 |
| 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/image-classification-on-inat-1-shot-18.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MAE-Refiner | 22.5 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE-Refiner | 20.9 | Not recorded | 68fa770b1e209131cea70b09 |
| Mugs | 19.5 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE-Refiner | 19 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE-CT | 16.5 | Not recorded | 68fa770b1e209131cea70b09 |
| iBOT | 15.8 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE | 10 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE | 7.1 | Not recorded | 68fa770b1e209131cea70b09 |
| MAE | 6.5 | Not recorded | 68fa770b1e209131cea70b09 |

### MAE-Refiner

Accuracy: 22.5. Result ID: 699455693a6c3148491c91e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Implementation](<https://ml-jku.github.io/MIM-Refiner>)

Recorded evaluation configuration: {"Backbone":"ViT-2B/14","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE-Refiner

Accuracy: 20.9. Result ID: 699455693a6c3148491c91df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Implementation](<https://ml-jku.github.io/MIM-Refiner>)

Recorded evaluation configuration: {"Backbone":"ViT-H/14","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### Mugs

Accuracy: 19.5. Result ID: 699455693a6c3148491c91db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3244d.md>)

[Implementation](<https://github.com/sail-sg/mugs>)

Recorded evaluation configuration: {"Backbone":"ViT-L/16","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE-Refiner

Accuracy: 19. Result ID: 699455693a6c3148491c91dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Implementation](<https://ml-jku.github.io/MIM-Refiner>)

Recorded evaluation configuration: {"Backbone":"ViT-L/16","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE-CT

Accuracy: 16.5. Result ID: 699455693a6c3148491c91de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Implementation](<https://ml-jku.github.io/MIM-Refiner>)

Recorded evaluation configuration: {"Backbone":"ViT-H/14","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### iBOT

Accuracy: 15.8. Result ID: 699455693a6c3148491c91da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb51e209131cea2fbe0.md>)

[Implementation](<https://github.com/bytedance/ibot>)

Recorded evaluation configuration: {"Backbone":"ViT-L/16","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE

Accuracy: 10. Result ID: 699455693a6c3148491c91e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Backbone":"ViT-2B/14","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE

Accuracy: 7.1. Result ID: 699455693a6c3148491c91d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/16","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

### MAE

Accuracy: 6.5. Result ID: 699455693a6c3148491c91dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b09.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Backbone":"ViT-H/14","Protocol":"1-shot Fine-tuning"}. This record does not assert independent reproduction.

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