# Semantic Segmentation on PASCAL VOC blended set 1/16 (662) labeled 2012 (val)

Source: [Semantic Segmentation on PASCAL VOC blended set 1/16 (662) labeled 2012 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-blended-set-1-16-662-labeled-2012-val>)

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

Data updated: 2026-02-26T06:10:24.954Z

Evaluation of Semantic Segmentation performance on the specific 1/16 subset of the PASCAL VOC 2012 validation set, utilizing the (662) labeled blended data.

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) | PASCAL VOC blended set 1/16 (662) labeled 2012 (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-pascal-voc-blended-set-1-16-662-labeled-2012-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DDFP | 78.32 | Not recorded | 68fa72851e209131cea56fdf |
| UniMatch | 78.1 | Not recorded | 68fa72851e209131cea56fdf |
| AugSeg | 77.01 | Not recorded | 68fa72851e209131cea56fdf |
| CCVC | 76.8 | Not recorded | 68fa72851e209131cea56fdf |
| PS-MT | 75.5 | Not recorded | 68fa72851e209131cea56fdf |
| CPS | 74.48 | Not recorded | 68fa72851e209131cea56fdf |
| U2PL | 74.43 | Not recorded | 68fa72851e209131cea56fdf |
| CCT | 71.86 | Not recorded | 68fa72851e209131cea56fdf |
| CutMix | 71.66 | Not recorded | 68fa72851e209131cea56fdf |
| GCT | 70.9 | Not recorded | 68fa72851e209131cea56fdf |
| MT | 70.51 | Not recorded | 68fa72851e209131cea56fdf |
| Supervised | 67.87 | Not recorded | 68fa72851e209131cea56fdf |

### DDFP

mIoU: 78.32. Result ID: 69923fc43a6c3148490d9fab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Implementation](<https://github.com/Gavinwxy/DDFP>)

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

### UniMatch

mIoU: 78.1. Result ID: 69923fc43a6c3148490d9fa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

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

### AugSeg

mIoU: 77.01. Result ID: 69923fc43a6c3148490d9faa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5ed.md>)

[Implementation](<https://github.com/zhenzhao/AugSeg>)

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

### CCVC

mIoU: 76.8. Result ID: 69923fc43a6c3148490d9fa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d2b.md>)

[Implementation](<https://github.com/xiaoyao3302/CCVC>)

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

### PS-MT

mIoU: 75.5. Result ID: 69923fc43a6c3148490d9fa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32348.md>)

[Implementation](<https://github.com/yyliu01/PS-MT>)

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

### CPS

mIoU: 74.48. Result ID: 69923fc43a6c3148490d9fa5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

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

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

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

### U2PL

mIoU: 74.43. Result ID: 69923fc43a6c3148490d9fa6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

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

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

Recorded evaluation configuration: {"reproduced results on CPS splits":true}. This record does not assert independent reproduction.

### CCT

mIoU: 71.86. Result ID: 69923fc43a6c3148490d9fa3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

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

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

### CutMix

mIoU: 71.66. Result ID: 69923fc43a6c3148490d9fa2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682b1e209131cea1a7b3.md>)

[Implementation](<https://github.com/Britefury/cutmix-semisup-seg>)

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

### GCT

mIoU: 70.9. Result ID: 69923fc43a6c3148490d9fa4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.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: 70.51. Result ID: 69923fc43a6c3148490d9fa1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.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.

### Supervised

mIoU: 67.87. Result ID: 69923fc43a6c3148490d9fa0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fdf.md>)

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

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