# Semantic Segmentation on PASCAL VOC original high-quality 2012 (1/8)

Source: [Semantic Segmentation on PASCAL VOC original high-quality 2012 (1/8)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-original-high-quality-2012-1-8>)

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

Data updated: 2026-02-26T06:10:22.309Z

Evaluation of Semantic Segmentation performance on the 1/8 high-quality subset of the PASCAL VOC 2012 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) | PASCAL VOC original high-quality 2012 (1/8) |
| Metric | mIoU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-original-high-quality-2012-1-8.md?metric=mIoU>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Dual Teacher | 0.7453 | Not recorded | 68fa71041e209131cea4e95a |
| UniMatch | 0.725 | Not recorded | 68fa71041e209131cea4e95a |
| AugSeg | 0.7217 | Not recorded | 68fa71041e209131cea4e95a |
| Dual Teacher | 0.7102 | Not recorded | 68fa71041e209131cea4e95a |
| PC2Seg | 0.6463 | Not recorded | 68fa71041e209131cea4e95a |
| PseudoSeg | 0.6188 | Not recorded | 68fa71041e209131cea4e95a |
| Supervised-only | 0.5226 | Not recorded | 68fa71041e209131cea4e95a |

### Dual Teacher

mIoU: 0.7453. Result ID: 699189993a6c31484908ce05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

[Implementation](<https://github.com/naver-ai/dual-teacher>)

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"321x321"}. This record does not assert independent reproduction.

### UniMatch

mIoU: 0.725. Result ID: 699189993a6c31484908ce03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

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

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

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"321"}. This record does not assert independent reproduction.

### AugSeg

mIoU: 0.7217. Result ID: 699189993a6c31484908ce02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

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

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

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"512"}. This record does not assert independent reproduction.

### Dual Teacher

mIoU: 0.7102. Result ID: 699189993a6c31484908ce04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

[Implementation](<https://github.com/naver-ai/dual-teacher>)

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"512x512"}. This record does not assert independent reproduction.

### PC2Seg

mIoU: 0.6463. Result ID: 699189993a6c31484908ce01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

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

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"512"}. This record does not assert independent reproduction.

### PseudoSeg

mIoU: 0.6188. Result ID: 699189993a6c31484908ce00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

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

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

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"512"}. This record does not assert independent reproduction.

### Supervised-only

mIoU: 0.5226. Result ID: 699189993a6c31484908cdff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e95a.md>)

Recorded evaluation configuration: {"#Params":"43.6M","Backbone":"ResNet-50","Architecture":"DeepLabv3+","Crop size":"512"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.