# Classification on Kaggle Understanding Clouds from Satellite Imagery (Public Leaderboard)

Source: [Classification on Kaggle Understanding Clouds from Satellite Imagery (Public Leaderboard)](<https://www.sota2.com/research/sota/classification-on-kaggle-understanding-clouds-from-satellite-imagery-public-leaderboard>)

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

Data updated: 2026-02-26T05:40:23.100Z

Evaluation of classification performance on the Kaggle Understanding Clouds from Satellite Imagery dataset using the Public Leaderboard setup, reporting DSC.

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) | Kaggle Understanding Clouds from Satellite Imagery (Public Leaderboard) |
| Metric | DSC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [DSC](<https://www.sota2.com/research/sota/classification-on-kaggle-understanding-clouds-from-satellite-imagery-public-leaderboard.md?metric=DSC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| EfficientUNet | 0.665 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 0.6598 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 0.6582 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 0.6578 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 0.6421 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 0.6333 | Not recorded | 68fa6a531e209131cea275e0 |

### EfficientUNet

DSC: 0.665. Result ID: 698e295bffc3901de09b4aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

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

### EfficientUNet

DSC: 0.6598. Result ID: 698e295bffc3901de09b4aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

Recorded evaluation configuration: {"EfficientNet Version":"B1"}. This record does not assert independent reproduction.

### EfficientUNet

DSC: 0.6582. Result ID: 698e295bffc3901de09b4aee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

Recorded evaluation configuration: {"EfficientNet Version":"B3"}. This record does not assert independent reproduction.

### EfficientUNet

DSC: 0.6578. Result ID: 698e295bffc3901de09b4aed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

Recorded evaluation configuration: {"EfficientNet Version":"B2"}. This record does not assert independent reproduction.

### EfficientUNet

DSC: 0.6421. Result ID: 698e295bffc3901de09b4aef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

Recorded evaluation configuration: {"EfficientNet Version":"B4"}. This record does not assert independent reproduction.

### EfficientUNet

DSC: 0.6333. Result ID: 698e295bffc3901de09b4af0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275e0.md>)

[Implementation](<https://github.com/TashinAhmed/CloudsClassification>)

Recorded evaluation configuration: {"EfficientNet Version":"B5"}. This record does not assert independent reproduction.

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