# Semantic Segmentation on DELIVER R-D (test)

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

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

Data updated: 2026-02-26T06:10:09.731Z

Evaluation of Semantic Segmentation performance on the R-D 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 R-D (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-r-d-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| MLE-SAM | 63.57 | Not recorded | 68fa77941e209131cea741a3 |
| MemorySAM | 63.48 | Not recorded | 68fa77941e209131cea741a3 |
| SAM-LoRA | 60.25 | Not recorded | 68fa77941e209131cea741a3 |
| CMNeXt | 59.61 | Not recorded | 68fa77941e209131cea741a3 |
| CWSAM | 58.64 | Not recorded | 68fa77941e209131cea741a3 |

### MLE-SAM

mIoU: 63.57. Result ID: 699545bb3badfaffe6337939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b303.md>)

Recorded evaluation configuration: {"Modal":"R-D","Backbone":"Hiera-B+ w/ 4 LoRA"}. This record does not assert independent reproduction.

### MemorySAM

mIoU: 63.48. Result ID: 699545bb3badfaffe633793a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

[Implementation](<https://github.com/Chenfei-Liao/MemorySAM>)

Recorded evaluation configuration: {"Modal":"R-D","Backbone":"Hiera-B+ w/ 1 LoRA"}. This record does not assert independent reproduction.

### SAM-LoRA

mIoU: 60.25. Result ID: 699545bb3badfaffe6337938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b303.md>)

Recorded evaluation configuration: {"Modal":"R-D","Backbone":"ViT-B w/ 1 LoRA"}. This record does not assert independent reproduction.

### CMNeXt

mIoU: 59.61. Result ID: 699545bb3badfaffe6337936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

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

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

Recorded evaluation configuration: {"Modal":"R-D","Backbone":"MiT-B0"}. This record does not assert independent reproduction.

### CWSAM

mIoU: 58.64. Result ID: 699545bb3badfaffe6337937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bc1e209131cea52d85.md>)

Recorded evaluation configuration: {"Modal":"R-D","Backbone":"ViT-B w/ Adapter"}. This record does not assert independent reproduction.

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