# Semantic Segmentation on CSRC dataset

Source: [Semantic Segmentation on CSRC dataset](<https://www.sota2.com/research/sota/semantic-segmentation-on-csrc-dataset>)

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

Data updated: 2026-02-26T05:58:42.355Z

Evaluation of Semantic Segmentation performance on the CSRC dataset, reporting Precision, Recall, 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) | CSRC dataset |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

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

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

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

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| MPCM-Net | 90.6 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| FA-CloudSeg | 88.3 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| CloudSwinNet | 87.1 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| CloudFU-Net | 86.9 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| MFAFNet | 86.7 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| BSANet | 86.4 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| SegFormer | 84.6 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| DeepLabv3+ | 72.4 | Not recorded | 691bfdc46750be83fe5ce9b0 |
| U-Net | 66.7 | Not recorded | 691bfdc46750be83fe5ce9b0 |

### MPCM-Net

Precision: 90.6. Result ID: 699a9cdd5698665ec4288dad.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

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

### FA-CloudSeg

Precision: 88.3. Result ID: 699a9cdd5698665ec4288dac.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

Recorded evaluation configuration: {"Venue":"25'ISCAIT"}. This record does not assert independent reproduction.

### CloudSwinNet

Precision: 87.1. Result ID: 699a9cdd5698665ec4288da9.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

Recorded evaluation configuration: {"Venue":"24'Energy"}. This record does not assert independent reproduction.

### CloudFU-Net

Precision: 86.9. Result ID: 699a9cdd5698665ec4288da8.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

Recorded evaluation configuration: {"Venue":"24'TGRS"}. This record does not assert independent reproduction.

### MFAFNet

Precision: 86.7. Result ID: 699a9cdd5698665ec4288daa.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

Recorded evaluation configuration: {"Venue":"25'RS"}. This record does not assert independent reproduction.

### BSANet

Precision: 86.4. Result ID: 699a9cdd5698665ec4288dab.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

Recorded evaluation configuration: {"Venue":"25'RSA"}. This record does not assert independent reproduction.

### SegFormer

Precision: 84.6. Result ID: 699a9cdd5698665ec4288da7.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Venue":"21'NiPS"}. This record does not assert independent reproduction.

### DeepLabv3+

Precision: 72.4. Result ID: 699a9cdd5698665ec4288da6.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d91e209131cea014b8.md>)

Recorded evaluation configuration: {"Venue":"17'arXiv"}. This record does not assert independent reproduction.

### U-Net

Precision: 66.7. Result ID: 699a9cdd5698665ec4288da5.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc46750be83fe5ce9b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Venue":"15'MICCAI"}. This record does not assert independent reproduction.

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