# Cloud Detection on Biome

Source: [Cloud Detection on Biome](<https://www.sota2.com/research/sota/cloud-detection-on-biome>)

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

Data updated: 2026-02-26T06:10:40.640Z

Evaluation of Cloud Detection performance on the Biome dataset, reporting mIoU and 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 | Cloud Detection |
| Dataset (including any stated split) | Biome |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/cloud-detection-on-biome.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/cloud-detection-on-biome.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CloudMatch | 83.39 | Not recorded | 695f39e453fdd5c361743d44 |
| CloudMatch | 82.15 | Not recorded | 695f39e453fdd5c361743d44 |
| CloudMatch | 81.8 | Not recorded | 695f39e453fdd5c361743d44 |
| DSSN | 81.26 | Not recorded | 695f39e453fdd5c361743d44 |
| UniMatch | 80.24 | Not recorded | 695f39e453fdd5c361743d44 |
| UniMatch | 80.042 | Not recorded | 695f39e453fdd5c361743d44 |
| UniMatch | 79.239 | Not recorded | 695f39e453fdd5c361743d44 |
| DSSN | 78.89 | Not recorded | 695f39e453fdd5c361743d44 |
| CorrMatch | 77.65 | Not recorded | 695f39e453fdd5c361743d44 |
| DSSN | 77.08 | Not recorded | 695f39e453fdd5c361743d44 |
| CorrMatch | 76.7 | Not recorded | 695f39e453fdd5c361743d44 |
| CorrMatch | 76.56 | Not recorded | 695f39e453fdd5c361743d44 |
| SSCDnet | 75.76 | Not recorded | 695f39e453fdd5c361743d44 |
| SSCDnet | 74.21 | Not recorded | 695f39e453fdd5c361743d44 |
| SSCDnet | 72.17 | Not recorded | 695f39e453fdd5c361743d44 |

### CloudMatch

mIoU: 83.39. Result ID: 6997df205698665ec437c39c.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/4 (2592)","Backbone":"Default","GPU (MB)":17892,"time (min)":23}. This record does not assert independent reproduction.

### CloudMatch

mIoU: 82.15. Result ID: 6997df205698665ec437c39d.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/8 (1296)","Backbone":"Default","GPU (MB)":17892,"time (min)":23}. This record does not assert independent reproduction.

### CloudMatch

mIoU: 81.8. Result ID: 6997df205698665ec437c39e.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/16 (648)","Backbone":"Default","GPU (MB)":17892,"time (min)":23}. This record does not assert independent reproduction.

### DSSN

mIoU: 81.26. Result ID: 6997df205698665ec437c393.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59857.md>)

Recorded evaluation configuration: {"Label Ratio":"1/4 (2592)","Backbone":"Default","GPU (MB)":16372,"time (min)":17}. This record does not assert independent reproduction.

### UniMatch

mIoU: 80.24. Result ID: 6997df205698665ec437c398.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/16 (648)","Backbone":"Default","GPU (MB)":12540,"time (min)":12}. This record does not assert independent reproduction.

### UniMatch

mIoU: 80.042. Result ID: 6997df205698665ec437c397.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/8 (1296)","Backbone":"Default","GPU (MB)":12540,"time (min)":12}. This record does not assert independent reproduction.

### UniMatch

mIoU: 79.239. Result ID: 6997df205698665ec437c396.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/4 (2592)","Backbone":"Default","GPU (MB)":12540,"time (min)":12}. This record does not assert independent reproduction.

### DSSN

mIoU: 78.89. Result ID: 6997df205698665ec437c394.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59857.md>)

Recorded evaluation configuration: {"Label Ratio":"1/8 (1296)","Backbone":"Default","GPU (MB)":16372,"time (min)":17}. This record does not assert independent reproduction.

### CorrMatch

mIoU: 77.65. Result ID: 6997df205698665ec437c39a.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71611e209131cea50f84.md>)

[Implementation](<https://github.com/BBBBchan/CorrMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/8 (1296)","Backbone":"Default","GPU (MB)":18016,"time (min)":24}. This record does not assert independent reproduction.

### DSSN

mIoU: 77.08. Result ID: 6997df205698665ec437c395.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59857.md>)

Recorded evaluation configuration: {"Label Ratio":"1/16 (648)","Backbone":"Default","GPU (MB)":16372,"time (min)":17}. This record does not assert independent reproduction.

### CorrMatch

mIoU: 76.7. Result ID: 6997df205698665ec437c399.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71611e209131cea50f84.md>)

[Implementation](<https://github.com/BBBBchan/CorrMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/4 (2592)","Backbone":"Default","GPU (MB)":18016,"time (min)":24}. This record does not assert independent reproduction.

### CorrMatch

mIoU: 76.56. Result ID: 6997df205698665ec437c39b.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71611e209131cea50f84.md>)

[Implementation](<https://github.com/BBBBchan/CorrMatch>)

Recorded evaluation configuration: {"Label Ratio":"1/16 (648)","Backbone":"Default","GPU (MB)":18016,"time (min)":24}. This record does not assert independent reproduction.

### SSCDnet

mIoU: 75.76. Result ID: 6997df205698665ec437c390.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/4 (2592)","Backbone":"Default","GPU (MB)":11500,"time (min)":14}. This record does not assert independent reproduction.

### SSCDnet

mIoU: 74.21. Result ID: 6997df205698665ec437c391.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/8 (1296)","Backbone":"Default","GPU (MB)":11500,"time (min)":14}. This record does not assert independent reproduction.

### SSCDnet

mIoU: 72.17. Result ID: 6997df205698665ec437c392.

[Reporting paper](<https://www.sota2.com/research/paper/695f39e453fdd5c361743d44.md>)

Recorded evaluation configuration: {"Label Ratio":"1/16 (648)","Backbone":"Default","GPU (MB)":11500,"time (min)":14}. This record does not assert independent reproduction.

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