# Semantic Segmentation on DELIVER (test)

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

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

Data updated: 2026-02-26T06:10:32.018Z

Evaluation of Semantic Segmentation performance on the test split of the DELIVER dataset, reporting Mean Intersection over Union (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) | DELIVER (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| BRENet | 63.13 | Not recorded | 68fa7b951e209131cea89462 |
| GeminiFusion | 58.5 | Not recorded | 68fa7b951e209131cea89462 |
| CMNeXt | 58.04 | Not recorded | 68fa7b951e209131cea89462 |
| Any2Seg | 57.83 | Not recorded | 68fa7b951e209131cea89462 |
| CMX | 56.37 | Not recorded | 68fa7b951e209131cea89462 |
| CAFuser-CA2 | 55.6 | Not recorded | 68fa76b91e209131cea6ebf2 |
| CAFuser-CAA | 55.2 | Not recorded | 68fa76b91e209131cea6ebf2 |
| GeminiFusion | 54.5 | Not recorded | 68fa76b91e209131cea6ebf2 |
| StitchFusion | 53.4 | Not recorded | 68fa76b91e209131cea6ebf2 |
| CMNeXt | 53 | Not recorded | 68fa76b91e209131cea6ebf2 |

### BRENet

mIoU: 63.13. Result ID: 698b88237a967eddb76f5f12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Implementation](<https://github.com/zyaocoder/BRENet>)

Recorded evaluation configuration: {"Backbone":"MiT-B2"}. This record does not assert independent reproduction.

### GeminiFusion

mIoU: 58.5. Result ID: 698b88237a967eddb76f5f11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73781e209131cea5cbed.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CMNeXt

mIoU: 58.04. Result ID: 698b88237a967eddb76f5f0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eab1e209131cea413f6.md>)

[Implementation](<https://jamycheung.github.io/DELIVER.html>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Any2Seg

mIoU: 57.83. Result ID: 698b88237a967eddb76f5f10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa741f1e209131cea5fc49.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CMX

mIoU: 56.37. Result ID: 698b88237a967eddb76f5f0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713e1e209131cea5008c.md>)

[Implementation](<https://github.com/huaaaliu/RGBX_Semantic_Segmentation>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CAFuser-CA2

mIoU: 55.6. Result ID: 69945fbc3a6c3148491cd697.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

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

### CAFuser-CAA

mIoU: 55.2. Result ID: 69945fbc3a6c3148491cd696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

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

### GeminiFusion

mIoU: 54.5. Result ID: 69945fbc3a6c3148491cd695.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73781e209131cea5cbed.md>)

Recorded evaluation configuration: {"Modalities":"CLDE","Backbone":"MiT-B2"}. This record does not assert independent reproduction.

### StitchFusion

mIoU: 53.4. Result ID: 69945fbc3a6c3148491cd694.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea8357b.md>)

[Implementation](<https://www.sota2.com/StitchFusion_repo>)

Recorded evaluation configuration: {"Modalities":"CLDE","Backbone":"MiT-B2"}. This record does not assert independent reproduction.

### CMNeXt

mIoU: 53. Result ID: 69945fbc3a6c3148491cd693.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eab1e209131cea413f6.md>)

[Implementation](<https://jamycheung.github.io/DELIVER.html>)

Recorded evaluation configuration: {"Modalities":"CLDE","Backbone":"MiT-B2"}. This record does not assert independent reproduction.

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