# Classification on Kaggle Understanding Clouds from Satellite Imagery (Cross-Validation)

Source: [Classification on Kaggle Understanding Clouds from Satellite Imagery (Cross-Validation)](<https://www.sota2.com/research/sota/classification-on-kaggle-understanding-clouds-from-satellite-imagery-cross-validation>)

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

Data updated: 2026-02-26T05:40:23.070Z

Evaluation of classification performance on the Kaggle Understanding Clouds from Satellite Imagery dataset using a cross-validation 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 (Cross-Validation) |
| Metric | DSC |
| Unit | PERCENT |
| 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-cross-validation.md?metric=DSC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| EfficientUNet | 66.89 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 66.01 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 65.89 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 65.88 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 64.25 | Not recorded | 68fa6a531e209131cea275e0 |
| EfficientUNet | 63.22 | Not recorded | 68fa6a531e209131cea275e0 |

### EfficientUNet

DSC: 66.89. Result ID: 698e295bffc3901de09b4adf.

[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: 66.01. Result ID: 698e295bffc3901de09b4ae0.

[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: 65.89. Result ID: 698e295bffc3901de09b4ae1.

[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: 65.88. Result ID: 698e295bffc3901de09b4ae2.

[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: 64.25. Result ID: 698e295bffc3901de09b4ae3.

[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: 63.22. Result ID: 698e295bffc3901de09b4ae4.

[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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