# Semantic Segmentation on SCD (test)

Source: [Semantic Segmentation on SCD (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test>)

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

Data updated: 2026-02-26T05:43:54.385Z

Evaluation of Semantic Segmentation performance on the test split of the SCD dataset, reporting F1 Scores, mIoU, Balanced Accuracy, Mean MCC, and Frequency Weighted 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 | Semantic Segmentation |
| Dataset (including any stated split) | SCD (test) |
| Metric | F1 Score (w/bg) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [F1 Score (w/bg)](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=F1%20Score%20(w%2Fbg)>): Higher is better; unit: PERCENT.

- [F1 Score (w/o)](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=F1%20Score%20(w%2Fo)>): Higher is better; unit: PERCENT.

- [mIoU (w/bg)](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=mIoU%20(w%2Fbg)>): Higher is better; unit: PERCENT.

- [mIoU (w/o)](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=mIoU%20(w%2Fo)>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

- [Mean MCC](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=Mean%20MCC>): Higher is better; unit: PERCENT.

- [Frequency Weighted IoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-scd-test.md?metric=Frequency%20Weighted%20IoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score (w/bg) | Result date | Report paper |
| --- | --- | --- | --- |
| Attention U-Net | 85.8 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| U-Net | 85.6 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| U-Net++ | 84.9 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| FPN | 84.4 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| RAPID-SCAN | 83.4 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| Swin-UNet | 82.9 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| Segformer | 78.4 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |
| PSPNet | 77.5 | Not recorded | 6982d2f8a8b01e76cc8e99d3 |

### Attention U-Net

F1 Score (w/bg): 85.8. Result ID: 69974bc95698665ec49d3487.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645e1e209131cea040df.md>)

[Implementation](<https://github.com/ozan-oktay/Attention-Gated-Networks>)

Recorded evaluation configuration: {"Params (M)":31.4,"GFLOPS":13.97}. This record does not assert independent reproduction.

### U-Net

F1 Score (w/bg): 85.6. Result ID: 69974bc95698665ec49d3486.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Params (M)":31.04,"GFLOPS":13.69}. This record does not assert independent reproduction.

### U-Net++

F1 Score (w/bg): 84.9. Result ID: 69974bc95698665ec49d3488.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a9.md>)

[Implementation](<https://www.sota2.com/github.com/Nested-UNet>)

Recorded evaluation configuration: {"Params (M)":4.98,"GFLOPS":6.46}. This record does not assert independent reproduction.

### FPN

F1 Score (w/bg): 84.4. Result ID: 69974bc95698665ec49d348a.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fe017.md>)

Recorded evaluation configuration: {"Params (M)":21.2,"GFLOPS":7.81}. This record does not assert independent reproduction.

### RAPID-SCAN

F1 Score (w/bg): 83.4. Result ID: 69974bc95698665ec49d348d.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

Recorded evaluation configuration: {"Params (M)":0.64,"GFLOPS":0.19}. This record does not assert independent reproduction.

### Swin-UNet

F1 Score (w/bg): 82.9. Result ID: 69974bc95698665ec49d348b.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2517c.md>)

[Implementation](<https://github.com/HuCaoFighting/Swin-Unet>)

Recorded evaluation configuration: {"Params (M)":14.5,"GFLOPS":0.98}. This record does not assert independent reproduction.

### Segformer

F1 Score (w/bg): 78.4. Result ID: 69974bc95698665ec49d348c.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Params (M)":13.67,"GFLOPS":0.78}. This record does not assert independent reproduction.

### PSPNet

F1 Score (w/bg): 77.5. Result ID: 69974bc95698665ec49d3489.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2f8a8b01e76cc8e99d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdc7e.md>)

[Implementation](<https://github.com/hszhao/PSPNet>)

Recorded evaluation configuration: {"Params (M)":14.1,"GFLOPS":1.15}. This record does not assert independent reproduction.

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