# Semantic Segmentation on UrbanLF 1.0 (test)

Source: [Semantic Segmentation on UrbanLF 1.0 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-urbanlf-1-0-test>)

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

Data updated: 2026-05-22T07:05:54.699Z

Evaluation of Semantic Segmentation performance on the test split of the UrbanLF 1.0 dataset, reporting metrics including Accuracy, mean Accuracy, mean Intersection over Union (mIoU), and Average Rank (Avg.R).

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) | UrbanLF 1.0 (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-urbanlf-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Mean Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-urbanlf-1-0-test.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-urbanlf-1-0-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Average Rank](<https://www.sota2.com/research/sota/semantic-segmentation-on-urbanlf-1-0-test.md?metric=Average%20Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OAFuser9 | 94.45 | Not recorded | 68fa77371e209131cea71ad4 |
| CMNeXt9 | 94.24 | Not recorded | 68fa77371e209131cea71ad4 |
| StichFusion5 | 94.02 | Not recorded | 68fa77371e209131cea71ad4 |
| LFX5 | 93.69 | Not recorded | 68fa77371e209131cea71ad4 |
| LF-IENet4++ | 93.34 | Not recorded | 68fa77371e209131cea71ad4 |
| LF-IENet4 | 93.02 | Not recorded | 68fa77371e209131cea71ad4 |
| OCR-LF5 | 92.92 | Not recorded | 68fa77371e209131cea71ad4 |
| LF-IENet5++ | 92.7 | Not recorded | 68fa77371e209131cea71ad4 |
| LF-IENet5 | 92.4 | Not recorded | 68fa77371e209131cea71ad4 |
| PSPNet-LF5 | 91.75 | Not recorded | 68fa77371e209131cea71ad4 |
| Sigma(5+D) | 87.94 | Not recorded | 68fa77371e209131cea71ad4 |

### OAFuser9

Accuracy: 94.45. Result ID: 6a0fff31fbc373592c086a63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c51e209131cea63b41.md>)

Recorded evaluation configuration: {"Number of input views":"9"}. This record does not assert independent reproduction.

### CMNeXt9

Accuracy: 94.24. Result ID: 6a0fff31fbc373592c086a64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eab1e209131cea413f6.md>)

[Implementation](<https://jamycheung.github.io/DELIVER.html>)

Recorded evaluation configuration: {"Number of input views":"9"}. This record does not assert independent reproduction.

### StichFusion5

Accuracy: 94.02. Result ID: 6a0fff31fbc373592c086a65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea8357b.md>)

[Implementation](<https://www.sota2.com/StitchFusion_repo>)

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### LFX5

Accuracy: 93.69. Result ID: 6a0fff31fbc373592c086a66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### LF-IENet4++

Accuracy: 93.34. Result ID: 6a0fff31fbc373592c086a62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"4"}. This record does not assert independent reproduction.

### LF-IENet4

Accuracy: 93.02. Result ID: 6a0fff31fbc373592c086a60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"4"}. This record does not assert independent reproduction.

### OCR-LF5

Accuracy: 92.92. Result ID: 6a0fff31fbc373592c086a5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### LF-IENet5++

Accuracy: 92.7. Result ID: 6a0fff31fbc373592c086a61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### LF-IENet5

Accuracy: 92.4. Result ID: 6a0fff31fbc373592c086a5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### PSPNet-LF5

Accuracy: 91.75. Result ID: 6a0fff31fbc373592c086a5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

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

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

Recorded evaluation configuration: {"Number of input views":"5"}. This record does not assert independent reproduction.

### Sigma(5+D)

Accuracy: 87.94. Result ID: 6a0fff31fbc373592c086a5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea87803.md>)

[Implementation](<https://github.com/zifuwan/Sigma>)

Recorded evaluation configuration: {"Number of input views":"5+D"}. This record does not assert independent reproduction.

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