# Retinal Vessel Segmentation on STARE (test)

Source: [Retinal Vessel Segmentation on STARE (test)](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test>)

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

Data updated: 2026-02-26T06:05:56.520Z

Evaluation of retinal vessel segmentation performance on the test split of the STARE dataset, reporting metrics including PPV, TPR, TNR, ACC, and AUC.

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 | Retinal Vessel Segmentation |
| Dataset (including any stated split) | STARE (test) |
| Metric | TPR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [TPR](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=TPR>): Higher is better; unit: PERCENT.

- [PPV](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=PPV>): Higher is better; unit: PERCENT.

- [TNR](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=TNR>): Higher is better; unit: PERCENT.

- [ACC](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=ACC>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=AUC>): Higher is better; unit: SCALAR.

- [Connectivity](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=Connectivity>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/retinal-vessel-segmentation-on-stare-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TPR | Result date | Report paper |
| --- | --- | --- | --- |
| Liskowski et al. | 85.54 | Not recorded | 68fa65c51e209131cea0c633 |
| Alom et al. | 82.98 | Not recorded | 68fa65c51e209131cea0c633 |
| Li et al. | 77.26 | Not recorded | 68fa65c51e209131cea0c633 |
| Roychowdhury et al. | 77.2 | Not recorded | 68fa65c51e209131cea0c633 |
| Azzopardi et al. | 77.16 | Not recorded | 68fa65c51e209131cea0c633 |
| IterNet | 77.15 | Not recorded | 68fa66ca1e209131cea12456 |
| IterNet | 77.15 | Not recorded | 68fa66ca1e209131cea12456 |
| DUNet | 74.28 | Not recorded | 68fa65c51e209131cea0c633 |
| Fu et al. | 74.12 | Not recorded | 68fa65c51e209131cea0c633 |
| Chen et al. | 72.95 | Not recorded | 68fa65c51e209131cea0c633 |
| DUNet | 68.1 | Not recorded | 68fa66ca1e209131cea12456 |
| DUNet | 68.1 | Not recorded | 68fa66ca1e209131cea12456 |
| DenseBlock-UNet | 68.07 | Not recorded | 68fa66ca1e209131cea12456 |
| DenseBlock-UNet | 68.07 | Not recorded | 68fa66ca1e209131cea12456 |
| UNet | 66.81 | Not recorded | 68fa66ca1e209131cea12456 |
| UNet | 66.81 | Not recorded | 68fa66ca1e209131cea12456 |

### Liskowski et al.

TPR: 85.54. Result ID: 698cc9008b517eb4331cbaa3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2016"}. This record does not assert independent reproduction.

### Alom et al.

TPR: 82.98. Result ID: 698cc9008b517eb4331cbaa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64691e209131cea04865.md>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2018"}. This record does not assert independent reproduction.

### Li et al.

TPR: 77.26. Result ID: 698cc9008b517eb4331cbaa2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2015"}. This record does not assert independent reproduction.

### Roychowdhury et al.

TPR: 77.2. Result ID: 698cc9008b517eb4331cbaa5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

Recorded evaluation configuration: {"Type":"STA","Year":"2017"}. This record does not assert independent reproduction.

### Azzopardi et al.

TPR: 77.16. Result ID: 698cc9008b517eb4331cbaa1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

Recorded evaluation configuration: {"Type":"STA","Year":"2015"}. This record does not assert independent reproduction.

### IterNet

TPR: 77.15. Result ID: 698d06aa8b517eb4331e73e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Implementation](<https://github.com/conscienceli/IterNet>)

Recorded evaluation configuration: {"FoV":"Without Masks","Year":"2019"}. This record does not assert independent reproduction.

### IterNet

TPR: 77.15. Result ID: 698d06aa8b517eb4331e73e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Implementation](<https://github.com/conscienceli/IterNet>)

Recorded evaluation configuration: {"FoV":"With Masks","Year":"2019"}. This record does not assert independent reproduction.

### DUNet

TPR: 74.28. Result ID: 698cc9008b517eb4331cbaa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Implementation](<https://github.com/keras-team/keras>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2018"}. This record does not assert independent reproduction.

### Fu et al.

TPR: 74.12. Result ID: 698cc9008b517eb4331cbaa4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2016"}. This record does not assert independent reproduction.

### Chen et al.

TPR: 72.95. Result ID: 698cc9008b517eb4331cbaa6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634c1e209131ce9fdd32.md>)

Recorded evaluation configuration: {"Type":"DNN","Year":"2017"}. This record does not assert independent reproduction.

### DUNet

TPR: 68.1. Result ID: 698d06aa8b517eb4331e73e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Implementation](<https://github.com/keras-team/keras>)

Recorded evaluation configuration: {"FoV":"Without Masks","Year":"2019"}. This record does not assert independent reproduction.

### DUNet

TPR: 68.1. Result ID: 698d06aa8b517eb4331e73e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Implementation](<https://github.com/keras-team/keras>)

Recorded evaluation configuration: {"FoV":"With Masks","Year":"2019"}. This record does not assert independent reproduction.

### DenseBlock-UNet

TPR: 68.07. Result ID: 698d06aa8b517eb4331e73df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea0549b.md>)

Recorded evaluation configuration: {"FoV":"Without Masks","Year":"2018"}. This record does not assert independent reproduction.

### DenseBlock-UNet

TPR: 68.07. Result ID: 698d06aa8b517eb4331e73e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea0549b.md>)

Recorded evaluation configuration: {"FoV":"With Masks","Year":"2018"}. This record does not assert independent reproduction.

### UNet

TPR: 66.81. Result ID: 698d06aa8b517eb4331e73de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Implementation](<https://github.com/keras-team/keras>)

Recorded evaluation configuration: {"FoV":"Without Masks","Year":"2018"}. This record does not assert independent reproduction.

### UNet

TPR: 66.81. Result ID: 698d06aa8b517eb4331e73e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66ca1e209131cea12456.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c633.md>)

[Implementation](<https://github.com/keras-team/keras>)

Recorded evaluation configuration: {"FoV":"With Masks","Year":"2018"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
