# Semantic Segmentation on Semantic Drone (test)

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

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

Data updated: 2026-02-26T06:06:13.146Z

Evaluation of Semantic Segmentation performance on the test split of the Semantic Drone dataset, reporting accuracy, training time, and energy consumption.

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) | Semantic Drone (test) |
| Metric | Test Accuracy |
| 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

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

- [Training Time (s)](<https://www.sota2.com/research/sota/semantic-segmentation-on-semantic-drone-test.md?metric=Training%20Time%20(s)>): Lower is better; unit: TIME.

- [Energy Consumption (kWh)](<https://www.sota2.com/research/sota/semantic-segmentation-on-semantic-drone-test.md?metric=Energy%20Consumption%20(kWh)>): Lower is better; unit: OTHER.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| cudnn based conv | 93.98 | Not recorded | 6938fe9b6cfd488761a53dea |
| scatter based conv | 93.91 | Not recorded | 6938fe9b6cfd488761a53dea |
| E2CNN conv | 93.67 | Not recorded | 6938fe9b6cfd488761a53dea |
| ORN conv | 92.76 | Not recorded | 6938fe9b6cfd488761a53dea |
| cudnn based conv | 92.44 | Not recorded | 6938fe9b6cfd488761a53dea |
| scatter based conv | 92.4 | Not recorded | 6938fe9b6cfd488761a53dea |
| E2CNN conv | 91.99 | Not recorded | 6938fe9b6cfd488761a53dea |
| ORN conv | 91.2 | Not recorded | 6938fe9b6cfd488761a53dea |

### cudnn based conv

Test Accuracy: 93.98. Result ID: 69986b045698665ec4ca9b17.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619f1e209131ce9f53ed.md>)

Recorded evaluation configuration: {"Image size":"256","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### scatter based conv

Test Accuracy: 93.91. Result ID: 69986b045698665ec4ca9b1a.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

Recorded evaluation configuration: {"Image size":"256","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### E2CNN conv

Test Accuracy: 93.67. Result ID: 69986b045698665ec4ca9b19.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Image size":"256","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### ORN conv

Test Accuracy: 92.76. Result ID: 69986b045698665ec4ca9b18.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff29b.md>)

[Implementation](<https://www.sota2.com/yzhou.work/ORN>)

Recorded evaluation configuration: {"Image size":"256","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### cudnn based conv

Test Accuracy: 92.44. Result ID: 69986b045698665ec4ca9b1b.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619f1e209131ce9f53ed.md>)

Recorded evaluation configuration: {"Image size":"1024","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### scatter based conv

Test Accuracy: 92.4. Result ID: 69986b045698665ec4ca9b1e.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

Recorded evaluation configuration: {"Image size":"1024","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### E2CNN conv

Test Accuracy: 91.99. Result ID: 69986b045698665ec4ca9b1d.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Image size":"1024","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

### ORN conv

Test Accuracy: 91.2. Result ID: 69986b045698665ec4ca9b1c.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53dea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff29b.md>)

[Implementation](<https://www.sota2.com/yzhou.work/ORN>)

Recorded evaluation configuration: {"Image size":"1024","Orientation resolution":"8-orientation"}. This record does not assert independent reproduction.

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