# Image Classification on UTO → SEA

Source: [Image Classification on UTO → SEA](<https://www.sota2.com/research/sota/image-classification-on-uto-sea>)

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

Data updated: 2026-03-18T08:44:33.549Z

Evaluation of Image Classification performance on the UTO → SEA dataset, typically reporting Average Accuracy and Standard Deviation.

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) | UTO → SEA |
| Metric | Average 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

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

- [Standard Deviation (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-uto-sea.md?metric=Standard%20Deviation%20(Accuracy)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| InfoNCE (I+P→I+P) | 72.86 | Not recorded | 69ba31890636e5bf4afc07e2 |
| InfoNCE (I→I) | 72.56 | Not recorded | 69ba31890636e5bf4afc07e2 |
| InfoNCE (I→I) | 72.05 | Not recorded | 69ba31890636e5bf4afc07e2 |
| InfoNCE (I+P→I+P) | 71.75 | Not recorded | 69ba31890636e5bf4afc07e2 |
| InfoNCE (I→I) | 70.83 | Not recorded | 69ba31890636e5bf4afc07e2 |
| InfoNCE (I+P→I+P) | 70.63 | Not recorded | 69ba31890636e5bf4afc07e2 |
| DINO | 63.19 | Not recorded | 69ba31890636e5bf4afc07e2 |
| DINO | 59.1 | Not recorded | 69ba31890636e5bf4afc07e2 |
| DINO | 55.58 | Not recorded | 69ba31890636e5bf4afc07e2 |

### InfoNCE (I+P→I+P)

Average Accuracy: 72.86. Result ID: 69ba65f047f34ce924a460f4.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

Recorded evaluation configuration: {"Model":"EfficientNet B0"}. This record does not assert independent reproduction.

### InfoNCE (I→I)

Average Accuracy: 72.56. Result ID: 69ba65f047f34ce924a460f1.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65501e209131cea09957.md>)

Recorded evaluation configuration: {"Model":"EfficientNet B0"}. This record does not assert independent reproduction.

### InfoNCE (I→I)

Average Accuracy: 72.05. Result ID: 69ba65f047f34ce924a460f2.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65501e209131cea09957.md>)

Recorded evaluation configuration: {"Model":"ConvNeXt Femto"}. This record does not assert independent reproduction.

### InfoNCE (I+P→I+P)

Average Accuracy: 71.75. Result ID: 69ba65f047f34ce924a460f6.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

Recorded evaluation configuration: {"Model":"ViT Tiny"}. This record does not assert independent reproduction.

### InfoNCE (I→I)

Average Accuracy: 70.83. Result ID: 69ba65f047f34ce924a460f3.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65501e209131cea09957.md>)

Recorded evaluation configuration: {"Model":"ViT Tiny"}. This record does not assert independent reproduction.

### InfoNCE (I+P→I+P)

Average Accuracy: 70.63. Result ID: 69ba65f047f34ce924a460f5.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

Recorded evaluation configuration: {"Model":"ConvNeXt Femto"}. This record does not assert independent reproduction.

### DINO

Average Accuracy: 63.19. Result ID: 69ba65f047f34ce924a460ee.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Model":"EfficientNet B0"}. This record does not assert independent reproduction.

### DINO

Average Accuracy: 59.1. Result ID: 69ba65f047f34ce924a460f0.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Model":"ViT Tiny"}. This record does not assert independent reproduction.

### DINO

Average Accuracy: 55.58. Result ID: 69ba65f047f34ce924a460ef.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Model":"ConvNeXt Femto"}. This record does not assert independent reproduction.

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