# Semantic Segmentation on VOC LowData 2012 (1/2 732 labeled images)

Source: [Semantic Segmentation on VOC LowData 2012 (1/2 732 labeled images)](<https://www.sota2.com/research/sota/semantic-segmentation-on-voc-lowdata-2012-1-2-732-labeled-images>)

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

Data updated: 2026-02-26T06:10:17.455Z

Evaluation of Semantic Segmentation performance on the PASCAL VOC 2012 dataset using only 1/2 (732) of the labeled training images, 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) | VOC LowData 2012 (1/2 732 labeled images) |
| Metric | mIoU |
| 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

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-voc-lowdata-2012-1-2-732-labeled-images.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| FPL+CPS | 78.95 | Not recorded | 68fa6df71e209131cea3d060 |
| CPS | 78.69 | Not recorded | 68fa6df71e209131cea3d060 |
| U2PL | 76.16 | Not recorded | 68fa6df71e209131cea3d060 |
| CutMix-Seg | 73.73 | Not recorded | 68fa6df71e209131cea3d060 |
| PC2Seg | 73.05 | Not recorded | 68fa6df71e209131cea3d060 |
| PseudoSeg | 72.41 | Not recorded | 68fa6df71e209131cea3d060 |
| GCT | 70.67 | Not recorded | 68fa6df71e209131cea3d060 |
| MT | 69.16 | Not recorded | 68fa6df71e209131cea3d060 |
| AdvSemSeg | 65.27 | Not recorded | 68fa6df71e209131cea3d060 |
| VAT | 63.34 | Not recorded | 68fa6df71e209131cea3d060 |
| CCT | 62.1 | Not recorded | 68fa6df71e209131cea3d060 |

### FPL+CPS

mIoU: 78.95. Result ID: 698ffc453a6c314849fd4372.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

Recorded evaluation configuration: {"Augmentation":"CutMix"}. This record does not assert independent reproduction.

### CPS

mIoU: 78.69. Result ID: 698ffc453a6c314849fd4371.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26482.md>)

[Implementation](<https://git.io/CPS>)

Recorded evaluation configuration: {"Augmentation":"CutMix"}. This record does not assert independent reproduction.

### U2PL

mIoU: 76.16. Result ID: 698ffc453a6c314849fd4370.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bff1e209131cea318a4.md>)

[Implementation](<https://haochen-wang409.github.io/U2PL>)

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

### CutMix-Seg

mIoU: 73.73. Result ID: 698ffc453a6c314849fd436d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

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

### PC2Seg

mIoU: 73.05. Result ID: 698ffc453a6c314849fd436f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea2928a.md>)

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

### PseudoSeg

mIoU: 72.41. Result ID: 698ffc453a6c314849fd436e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22f0a.md>)

[Implementation](<https://github.com/googleinterns/wss>)

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

### GCT

mIoU: 70.67. Result ID: 698ffc453a6c314849fd436c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682d1e209131cea1a900.md>)

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

### MT

mIoU: 69.16. Result ID: 698ffc453a6c314849fd436b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b45.md>)

[Implementation](<https://github.com/CuriousAI/mean-teacher>)

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

### AdvSemSeg

mIoU: 65.27. Result ID: 698ffc453a6c314849fd4368.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057ae.md>)

[Implementation](<https://github.com/hfslyc/AdvSemiSeg>)

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

### VAT

mIoU: 63.34. Result ID: 698ffc453a6c314849fd436a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea054b5.md>)

[Implementation](<https://github.com/takerum/vat_tf>)

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

### CCT

mIoU: 62.1. Result ID: 698ffc453a6c314849fd4369.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b81e209131cea18174.md>)

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

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