# Flood Detection on WBS-SI

Source: [Flood Detection on WBS-SI](<https://www.sota2.com/research/sota/flood-detection-on-wbs-si>)

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

Data updated: 2026-04-20T07:10:15.235Z

Evaluation of Flood Detection performance on the WBS-SI dataset, reporting Intersection over Union (IoU).

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 | Flood Detection |
| Dataset (including any stated split) | WBS-SI |
| Metric | mIoU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 50 of 50 |
| 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/flood-detection-on-wbs-si.md?metric=mIoU>): Higher is better; unit: SCALAR.

- [IoU](<https://www.sota2.com/research/sota/flood-detection-on-wbs-si.md?metric=IoU>): Higher is better; unit: SCALAR.

- [Foreground IoU](<https://www.sota2.com/research/sota/flood-detection-on-wbs-si.md?metric=Foreground%20IoU>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Pi-Seg | 0.799 | Not recorded | 69e5b3137d0172140ec7e037 |
| Pi-Seg | 0.7849 | Not recorded | 69e5b3137d0172140ec7e037 |
| SCAN | 0.77 | Not recorded | 69e5b3137d0172140ec7e037 |
| CAT-SEG | 0.7656 | Not recorded | 69e5b3137d0172140ec7e037 |
| OVRS | 0.7578 | Not recorded | 69e5b3137d0172140ec7e037 |
| OVRS | 0.7395 | Not recorded | 69e5b3137d0172140ec7e037 |
| SAN | 0.7295 | Not recorded | 69e5b3137d0172140ec7e037 |
| CAT-SEG | 0.7191 | Not recorded | 69e5b3137d0172140ec7e037 |
| GSNET | 0.7154 | Not recorded | 69e5b3137d0172140ec7e037 |
| RSKT-SEG | 0.7066 | Not recorded | 69e5b3137d0172140ec7e037 |
| SED | 0.6996 | Not recorded | 69e5b3137d0172140ec7e037 |
| SegEarth-OV | 0.602 | Not recorded | 68fa75911e209131cea68af9 |
| SegEarth-OV | 0.602 | Not recorded | 69e5b3137d0172140ec7e037 |
| FCCLIP | 0.5974 | Not recorded | 69e5b3137d0172140ec7e037 |
| GSNET | 0.5912 | Not recorded | 69e5b3137d0172140ec7e037 |
| SegEarth-OV | 0.579 | Not recorded | 68fa75911e209131cea68af9 |
| SegEarth-OV | 0.579 | Not recorded | 699bdf2209c33900fcd8055c |
| FCCLIP | 0.5774 | Not recorded | 69e5b3137d0172140ec7e037 |
| EOV-SEG | 0.5771 | Not recorded | 69e5b3137d0172140ec7e037 |
| SCAN | 0.5663 | Not recorded | 69e5b3137d0172140ec7e037 |
| CLIP-SAM | 0.563 | Not recorded | 699bdf2209c33900fcd8055c |
| EOV-SEG | 0.5619 | Not recorded | 69e5b3137d0172140ec7e037 |
| SAN | 0.528 | Not recorded | 69e5b3137d0172140ec7e037 |
| SED | 0.5155 | Not recorded | 69e5b3137d0172140ec7e037 |
| ClearCLIP | 0.449 | Not recorded | 68fa75911e209131cea68af9 |
| ClearCLIP | 0.449 | Not recorded | 69e5b3137d0172140ec7e037 |
| MaskCLIP | 0.398 | Not recorded | 68fa75911e209131cea68af9 |
| MaskCLIP | 0.398 | Not recorded | 69e5b3137d0172140ec7e037 |
| GEM | 0.395 | Not recorded | 68fa75911e209131cea68af9 |
| GEM | 0.395 | Not recorded | 69e5b3137d0172140ec7e037 |
| RSKT-SEG | 0.3478 | Not recorded | 69e5b3137d0172140ec7e037 |
| SCLIP | 0.321 | Not recorded | 68fa75911e209131cea68af9 |
| SCLIP | 0.321 | Not recorded | 69e5b3137d0172140ec7e037 |
| CLIP | 0.186 | Not recorded | 68fa75911e209131cea68af9 |
| CLIP | 0.186 | Not recorded | 69e5b3137d0172140ec7e037 |

### Pi-Seg

mIoU: 0.799. Result ID: 69e5d15547f34ce924cb8a5e.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVRSIS"}. This record does not assert independent reproduction.

### Pi-Seg

mIoU: 0.7849. Result ID: 69e5d15547f34ce924cb8a54.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVRSIS"}. This record does not assert independent reproduction.

### SCAN

mIoU: 0.77. Result ID: 69e5d15547f34ce924cb8a55.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d61e209131cea6a28c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVS"}. This record does not assert independent reproduction.

### CAT-SEG

mIoU: 0.7656. Result ID: 69e5d15547f34ce924cb8a59.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ef4.md>)

[Implementation](<https://ku-cvlab.github.io/CAT-Seg/>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVS"}. This record does not assert independent reproduction.

### OVRS

mIoU: 0.7578. Result ID: 69e5d15547f34ce924cb8a5b.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVRSIS"}. This record does not assert independent reproduction.

### OVRS

mIoU: 0.7395. Result ID: 69e5d15547f34ce924cb8a51.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVRSIS"}. This record does not assert independent reproduction.

### SAN

mIoU: 0.7295. Result ID: 69e5d15547f34ce924cb8a56.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42379.md>)

[Implementation](<https://mendelxu.github.io/SAN>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVS"}. This record does not assert independent reproduction.

### CAT-SEG

mIoU: 0.7191. Result ID: 69e5d15547f34ce924cb8a4f.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ef4.md>)

[Implementation](<https://ku-cvlab.github.io/CAT-Seg/>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS"}. This record does not assert independent reproduction.

### GSNET

mIoU: 0.7154. Result ID: 69e5d15547f34ce924cb8a5c.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76711e209131cea6d035.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVRSIS"}. This record does not assert independent reproduction.

### RSKT-SEG

mIoU: 0.7066. Result ID: 69e5d15547f34ce924cb8a53.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b581e209131cea87ee7.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVRSIS"}. This record does not assert independent reproduction.

### SED

mIoU: 0.6996. Result ID: 69e5d15547f34ce924cb8a50.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f92.md>)

[Implementation](<https://github.com/xb534/SED.git>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-B","Type":"OVS"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 0.602. Result ID: 6993d5603a6c31484918df0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 0.602. Result ID: 69e5d15547f34ce924cb8a4a.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVRSIS (TF)"}. This record does not assert independent reproduction.

### FCCLIP

mIoU: 0.5974. Result ID: 69e5d15547f34ce924cb8a4e.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71291e209131cea4f931.md>)

[Implementation](<https://github.com/bytedance/fc-clip>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-B","Type":"OVS"}. This record does not assert independent reproduction.

### GSNET

mIoU: 0.5912. Result ID: 69e5d15547f34ce924cb8a52.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76711e209131cea6d035.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVRSIS"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 0.579. Result ID: 6993d5603a6c31484918df10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Resolution":"896 x 896"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 0.579. Result ID: 699cdf3e5698665ec47ff803.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf2209c33900fcd8055c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Training Protocol":"Trained on remote sensing data","Input Resolution":"896x896"}. This record does not assert independent reproduction.

### FCCLIP

mIoU: 0.5774. Result ID: 69e5d15547f34ce924cb8a58.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71291e209131cea4f931.md>)

[Implementation](<https://github.com/bytedance/fc-clip>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-L","Type":"OVS"}. This record does not assert independent reproduction.

### EOV-SEG

mIoU: 0.5771. Result ID: 69e5d15547f34ce924cb8a4d.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76381e209131cea6bf17.md>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-B","Type":"OVS"}. This record does not assert independent reproduction.

### SCAN

mIoU: 0.5663. Result ID: 69e5d15547f34ce924cb8a4b.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d61e209131cea6a28c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS"}. This record does not assert independent reproduction.

### CLIP-SAM

mIoU: 0.563. Result ID: 699cdf3e5698665ec47ff804.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf2209c33900fcd8055c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdf2209c33900fcd8055c.md>)

Recorded evaluation configuration: {"Training Protocol":"Zero-shot","Input Resolution":"896x896"}. This record does not assert independent reproduction.

### EOV-SEG

mIoU: 0.5619. Result ID: 69e5d15547f34ce924cb8a57.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76381e209131cea6bf17.md>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-L","Type":"OVS"}. This record does not assert independent reproduction.

### SAN

mIoU: 0.528. Result ID: 69e5d15547f34ce924cb8a4c.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42379.md>)

[Implementation](<https://mendelxu.github.io/SAN>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS"}. This record does not assert independent reproduction.

### SED

mIoU: 0.5155. Result ID: 69e5d15547f34ce924cb8a5a.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f92.md>)

[Implementation](<https://github.com/xb534/SED.git>)

Recorded evaluation configuration: {"Backbone":"ConvNeXt-L","Type":"OVS"}. This record does not assert independent reproduction.

### ClearCLIP

mIoU: 0.449. Result ID: 6993d5603a6c31484918df0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### ClearCLIP

mIoU: 0.449. Result ID: 69e5d15547f34ce924cb8a49.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74231e209131cea5fe92.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS (TF)"}. This record does not assert independent reproduction.

### MaskCLIP

mIoU: 0.398. Result ID: 6993d5603a6c31484918df0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### MaskCLIP

mIoU: 0.398. Result ID: 69e5d15547f34ce924cb8a46.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437fe.md>)

[Implementation](<https://github.com/LightDXY/MaskCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS (TF)"}. This record does not assert independent reproduction.

### GEM

mIoU: 0.395. Result ID: 6993d5603a6c31484918df0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71711e209131cea51429.md>)

[Implementation](<https://github.com/WalBouss/GEM>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### GEM

mIoU: 0.395. Result ID: 69e5d15547f34ce924cb8a48.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71711e209131cea51429.md>)

[Implementation](<https://github.com/WalBouss/GEM>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS (TF)"}. This record does not assert independent reproduction.

### RSKT-SEG

mIoU: 0.3478. Result ID: 69e5d15547f34ce924cb8a5d.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b581e209131cea87ee7.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Type":"OVRSIS"}. This record does not assert independent reproduction.

### SCLIP

mIoU: 0.321. Result ID: 6993d5603a6c31484918df0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### SCLIP

mIoU: 0.321. Result ID: 69e5d15547f34ce924cb8a47.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67d7c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS (TF)"}. This record does not assert independent reproduction.

### CLIP

mIoU: 0.186. Result ID: 6993d5603a6c31484918df0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Resolution":"448 x 448"}. This record does not assert independent reproduction.

### CLIP

mIoU: 0.186. Result ID: 69e5d15547f34ce924cb8a45.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3137d0172140ec7e037.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Type":"OVS (TF)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.