# Image Segmentation on PascalVOC-SP (test)

Source: [Image Segmentation on PascalVOC-SP (test)](<https://www.sota2.com/research/sota/image-segmentation-on-pascalvoc-sp-test>)

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

Data updated: 2026-06-26T07:18:18.846Z

Evaluation of Image Segmentation performance specifically on the test split of the PascalVOC-SP dataset, reporting F1 score.

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 | Image Segmentation |
| Dataset (including any stated split) | PascalVOC-SP (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

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

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| WIRE | 37.6 | Not recorded | 68fa7bb01e209131cea89e5b |
| Transformer | 37 | Not recorded | 68fa7bb01e209131cea89e5b |
| Performer | 36.7 | Not recorded | 68fa7bb01e209131cea89e5b |

### WIRE

F1 Score: 37.6. Result ID: 6a3e27a8fbc373592c5f0930.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

Recorded evaluation configuration: {"Model Architecture":"Performer","Complexity":"O(N)"}. This record does not assert independent reproduction.

### Transformer

F1 Score: 37. Result ID: 6a3e27a8fbc373592c5f0931.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Complexity":"O(N^2)","Positional Encoding":"Baseline"}. This record does not assert independent reproduction.

### Performer

F1 Score: 36.7. Result ID: 6a3e27a8fbc373592c5f092f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d699.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/performer>)

Recorded evaluation configuration: {"Complexity":"O(N)","Positional Encoding":"Baseline"}. This record does not assert independent reproduction.

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