# Semantic Segmentation on GID (test)

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

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

Data updated: 2026-02-26T06:10:08.610Z

Evaluation of Semantic Segmentation performance on the test split of the GID dataset, reporting metrics such as mF1, OA, and mIoU.

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) | GID (test) |
| Metric | mF1 |
| 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

- [mF1](<https://www.sota2.com/research/sota/semantic-segmentation-on-gid-test.md?metric=mF1>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | mF1 | Result date | Report paper |
| --- | --- | --- | --- |
| LSKNet-S | 83.2 | Not recorded | 68fa7a8a1e209131cea83c89 |
| MSCAN-S | 80.4 | Not recorded | 68fa7a8a1e209131cea83c89 |
| VAN-S | 80.2 | Not recorded | 68fa7a8a1e209131cea83c89 |
| ResNest-50 | 79.7 | Not recorded | 68fa7a8a1e209131cea83c89 |
| LSKNet-T | 79.4 | Not recorded | 68fa7a8a1e209131cea83c89 |
| Swin-T | 77.8 | Not recorded | 68fa7a8a1e209131cea83c89 |
| ResNet-50 | 75.3 | Not recorded | 68fa7a8a1e209131cea83c89 |
| ConvNext-v2-N | 75.1 | Not recorded | 68fa7a8a1e209131cea83c89 |

### LSKNet-S

mF1: 83.2. Result ID: 698b78a87a967eddb76edcb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Implementation](<https://github.com/zcablii/LSKNet>)

Recorded evaluation configuration: {"Backbone":"LSKNet-S"}. This record does not assert independent reproduction.

### MSCAN-S

mF1: 80.4. Result ID: 698b78a87a967eddb76edcb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d731e209131cea39fec.md>)

Recorded evaluation configuration: {"Backbone":"MSCAN-S"}. This record does not assert independent reproduction.

### VAN-S

mF1: 80.2. Result ID: 698b78a87a967eddb76edcb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ce4.md>)

[Implementation](<https://github.com/Visual-Attention-Network>)

Recorded evaluation configuration: {"Backbone":"VAN-S"}. This record does not assert independent reproduction.

### ResNest-50

mF1: 79.7. Result ID: 698b78a87a967eddb76edcb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f91e209131cea1f68a.md>)

Recorded evaluation configuration: {"Backbone":"ResNest-50"}. This record does not assert independent reproduction.

### LSKNet-T

mF1: 79.4. Result ID: 698b78a87a967eddb76edcb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Implementation](<https://github.com/zcablii/LSKNet>)

Recorded evaluation configuration: {"Backbone":"LSKNet-T"}. This record does not assert independent reproduction.

### Swin-T

mF1: 77.8. Result ID: 698b78a87a967eddb76edcaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction.

### ResNet-50

mF1: 75.3. Result ID: 698b78a87a967eddb76edcae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### ConvNext-v2-N

mF1: 75.1. Result ID: 698b78a87a967eddb76edcad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e461e209131cea3ee37.md>)

[Implementation](<https://github.com/facebookresearch/ConvNeXt-V2>)

Recorded evaluation configuration: {"Backbone":"ConvNext-v2-N"}. This record does not assert independent reproduction.

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