# Semantic Segmentation on SEG-4

Source: [Semantic Segmentation on SEG-4](<https://www.sota2.com/research/sota/semantic-segmentation-on-seg-4>)

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

Data updated: 2026-07-03T08:19:47.400Z

Evaluation of Semantic Segmentation performance on the SEG-4 dataset, reporting mIoU.

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) | SEG-4 |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-seg-4.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Upper Bound | 74.2 | Not recorded | 6a474219143ebdcacacc5e20 |
| GACR-LVD | 69.8 | Not recorded | 6a474219143ebdcacacc5e20 |
| GACR-SAT | 69.2 | Not recorded | 6a474219143ebdcacacc5e20 |
| EMRDM | 63.4 | Not recorded | 6a474219143ebdcacacc5e20 |
| End-to-End | 62.3 | Not recorded | 6a474219143ebdcacacc5e20 |
| DFCFormer | 62.1 | Not recorded | 6a474219143ebdcacacc5e20 |
| MambaIR | 60.2 | Not recorded | 6a474219143ebdcacacc5e20 |
| Restormer | 60 | Not recorded | 6a474219143ebdcacacc5e20 |
| MPRNet | 56.9 | Not recorded | 6a474219143ebdcacacc5e20 |
| AST | 49 | Not recorded | 6a474219143ebdcacacc5e20 |
| Lower Bound | 37.8 | Not recorded | 6a474219143ebdcacacc5e20 |

### Upper Bound

mIoU: 74.2. Result ID: 6a4770a060b88bb33993af1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### GACR-LVD

mIoU: 69.8. Result ID: 6a4770a060b88bb33993af26.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Implementation](<https://github.com/wzy6055/GACR>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M","CR Pretraining":"LVD"}. This record does not assert independent reproduction.

### GACR-SAT

mIoU: 69.2. Result ID: 6a4770a060b88bb33993af25.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Implementation](<https://github.com/wzy6055/GACR>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M","CR Pretraining":"SAT"}. This record does not assert independent reproduction.

### EMRDM

mIoU: 63.4. Result ID: 6a4770a060b88bb33993af24.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ae1e209131cea74ac7.md>)

[Implementation](<https://github.com/Ly403/EMRDM>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### End-to-End

mIoU: 62.3. Result ID: 6a4770a060b88bb33993af1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### DFCFormer

mIoU: 62.1. Result ID: 6a4770a060b88bb33993af23.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### MambaIR

mIoU: 60.2. Result ID: 6a4770a060b88bb33993af22.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66508.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### Restormer

mIoU: 60. Result ID: 6a4770a060b88bb33993af20.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e3.md>)

[Implementation](<https://github.com/swz30/Restormer>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### MPRNet

mIoU: 56.9. Result ID: 6a4770a060b88bb33993af1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df49.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### AST

mIoU: 49. Result ID: 6a4770a060b88bb33993af21.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

### Lower Bound

mIoU: 37.8. Result ID: 6a4770a060b88bb33993af1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a474219143ebdcacacc5e20.md>)

Recorded evaluation configuration: {"Backbone Weights":"ViT-L/16-SAT-300M"}. This record does not assert independent reproduction.

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