# Semantic Segmentation on SUIM (test)

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

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

Data updated: 2026-02-26T06:02:00.881Z

Evaluation of Semantic Segmentation performance on the test split of the SUIM dataset, reporting Relative performance.

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) | SUIM (test) |
| Metric | Relative Performance |
| 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

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

## Recorded results

| Method | Relative Performance | Result date | Report paper |
| --- | --- | --- | --- |
| Adaptive Annotation Strategy | 81.9 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 81.3 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 80.9 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 79.7 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 79.2 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 78.1 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 76.7 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 76.7 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 75.1 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 74.1 | Not recorded | 68fa6ed41e209131cea4276d |
| Fixed Strategy | 72.1 | Not recorded | 68fa6ed41e209131cea4276d |

### Adaptive Annotation Strategy

Relative Performance: 81.9. Result ID: 699062483a6c31484900283e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

Recorded evaluation configuration: {"Strategy":"Adaptive"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 81.3. Result ID: 699062483a6c314849002839.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"70%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 80.9. Result ID: 699062483a6c314849002838.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"75%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 79.7. Result ID: 699062483a6c31484900283a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"65%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 79.2. Result ID: 699062483a6c314849002837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"80%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 78.1. Result ID: 699062483a6c31484900283b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"60%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 76.7. Result ID: 699062483a6c314849002836.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"85%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 76.7. Result ID: 699062483a6c31484900283c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"55%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 75.1. Result ID: 699062483a6c31484900283d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"50%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 74.1. Result ID: 699062483a6c314849002835.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"90%"}. This record does not assert independent reproduction.

### Fixed Strategy

Relative Performance: 72.1. Result ID: 699062483a6c314849002834.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea4276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa6fd.md>)

Recorded evaluation configuration: {"Segmentation Split":"95%"}. This record does not assert independent reproduction.

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