# Semantic Segmentation on SN-7-SP (test)

Source: [Semantic Segmentation on SN-7-SP (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-sn-7-sp-test>)

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

Data updated: 2026-02-26T06:10:18.842Z

Evaluation of Semantic Segmentation performance on the test split of the SN-7-SP dataset, reporting mIoU and ECE.

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) | SN-7-SP (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/semantic-segmentation-on-sn-7-sp-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/semantic-segmentation-on-sn-7-sp-test.md?metric=ECE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Selective Scaling | 59.42 | Not recorded | 68fa6ee81e209131cea42d00 |
| Selective Scaling | 58.69 | Not recorded | 68fa6ee81e209131cea42d00 |
| Selective Scaling | 57.23 | Not recorded | 68fa6ee81e209131cea42d00 |
| Selective Scaling | 55.58 | Not recorded | 68fa6ee81e209131cea42d00 |
| Selective Scaling | 51.98 | Not recorded | 68fa6ee81e209131cea42d00 |

### Selective Scaling

mIoU: 59.42. Result ID: 69906d953a6c314849007e7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Implementation](<https://github.com/dwang181/selectivecal>)

Recorded evaluation configuration: {"Model":"Knet-SWIN-B"}. This record does not assert independent reproduction.

### Selective Scaling

mIoU: 58.69. Result ID: 69906d953a6c314849007e7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Implementation](<https://github.com/dwang181/selectivecal>)

Recorded evaluation configuration: {"Model":"ConvNeXt-B"}. This record does not assert independent reproduction.

### Selective Scaling

mIoU: 57.23. Result ID: 69906d953a6c314849007e79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Implementation](<https://github.com/dwang181/selectivecal>)

Recorded evaluation configuration: {"Model":"SegFormer-B4"}. This record does not assert independent reproduction.

### Selective Scaling

mIoU: 55.58. Result ID: 69906d953a6c314849007e7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Implementation](<https://github.com/dwang181/selectivecal>)

Recorded evaluation configuration: {"Model":"Knet-DeepLab"}. This record does not assert independent reproduction.

### Selective Scaling

mIoU: 51.98. Result ID: 69906d953a6c314849007e7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d00.md>)

[Implementation](<https://github.com/dwang181/selectivecal>)

Recorded evaluation configuration: {"Model":"Segmenter-B"}. This record does not assert independent reproduction.

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