# Plant Segmentation on Plant Data (test)

Source: [Plant Segmentation on Plant Data (test)](<https://www.sota2.com/research/sota/plant-segmentation-on-plant-data-test>)

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

Data updated: 2026-02-26T06:06:13.164Z

Evaluation of Plant Segmentation performance on the test split of the Plant Data 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 | Plant Segmentation |
| Dataset (including any stated split) | Plant Data (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/plant-segmentation-on-plant-data-test.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| cudnn based conv | 78.69 | Not recorded | 6938fe9b6cfd488761a53dea |
| scatter based conv | 78.64 | Not recorded | 6938fe9b6cfd488761a53dea |
| E2CNN conv | 78.15 | Not recorded | 6938fe9b6cfd488761a53dea |
| ORN conv | 76.13 | Not recorded | 6938fe9b6cfd488761a53dea |
| cudnn based conv | 75.86 | Not recorded | 6938fe9b6cfd488761a53dea |
| scatter based conv | 75.82 | Not recorded | 6938fe9b6cfd488761a53dea |
| E2CNN conv | 75.57 | Not recorded | 6938fe9b6cfd488761a53dea |
| ORN conv | 74.19 | Not recorded | 6938fe9b6cfd488761a53dea |

### cudnn based conv

Test Accuracy: 78.69. Result ID: 69986b045698665ec4ca9b1f.

[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":"8-orientation"}. This record does not assert independent reproduction.

### scatter based conv

Test Accuracy: 78.64. Result ID: 69986b045698665ec4ca9b22.

[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":"8-orientation"}. This record does not assert independent reproduction.

### E2CNN conv

Test Accuracy: 78.15. Result ID: 69986b045698665ec4ca9b21.

[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":"8-orientation"}. This record does not assert independent reproduction.

### ORN conv

Test Accuracy: 76.13. Result ID: 69986b045698665ec4ca9b20.

[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":"8-orientation"}. This record does not assert independent reproduction.

### cudnn based conv

Test Accuracy: 75.86. Result ID: 69986b045698665ec4ca9b23.

[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":"8-orientation"}. This record does not assert independent reproduction.

### scatter based conv

Test Accuracy: 75.82. Result ID: 69986b045698665ec4ca9b26.

[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":"8-orientation"}. This record does not assert independent reproduction.

### E2CNN conv

Test Accuracy: 75.57. Result ID: 69986b045698665ec4ca9b25.

[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":"8-orientation"}. This record does not assert independent reproduction.

### ORN conv

Test Accuracy: 74.19. Result ID: 69986b045698665ec4ca9b24.

[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":"8-orientation"}. This record does not assert independent reproduction.

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