# Semantic Segmentation on Pascal VOC Classic 2012 (1/2)

Source: [Semantic Segmentation on Pascal VOC Classic 2012 (1/2)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-classic-2012-1-2>)

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

Data updated: 2026-02-26T06:07:53.955Z

Evaluation of Semantic Segmentation performance on the Pascal VOC Classic 2012 dataset, specifically using the (1/2) configuration, focusing on metrics related to unlabeled samples.

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 Classic 2012 (1/2) |
| Metric | Unlabeled Samples per Epoch |
| 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

- [Unlabeled Samples per Epoch](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-classic-2012-1-2.md?metric=Unlabeled%20Samples%20per%20Epoch>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Unlabeled Samples per Epoch | Result date | Report paper |
| --- | --- | --- | --- |
| CPS | 10500 | Not recorded | 68fa79961e209131cea7e6bf |
| ELN | 10500 | Not recorded | 68fa79961e209131cea7e6bf |
| PS-MT | 10500 | Not recorded | 68fa79961e209131cea7e6bf |
| ST++ | 7900 | Not recorded | 68fa79961e209131cea7e6bf |
| UniMatch | 5200 | Not recorded | 68fa79961e209131cea7e6bf |
| CW-BASS | 5200 | Not recorded | 68fa79961e209131cea7e6bf |
| FARCLUSS | 5200 | Not recorded | 68fa79961e209131cea7e6bf |

### CPS

Unlabeled Samples per Epoch: 10500. Result ID: 698b55167a967eddb76db229.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

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

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

Recorded evaluation configuration: {"Networks":"2"}. This record does not assert independent reproduction.

### ELN

Unlabeled Samples per Epoch: 10500. Result ID: 698b55167a967eddb76db22a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351f8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/ELN/>)

Recorded evaluation configuration: {"Networks":"2"}. This record does not assert independent reproduction.

### PS-MT

Unlabeled Samples per Epoch: 10500. Result ID: 698b55167a967eddb76db22b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

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

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

Recorded evaluation configuration: {"Networks":"3"}. This record does not assert independent reproduction.

### ST++

Unlabeled Samples per Epoch: 7900. Result ID: 698b55167a967eddb76db22c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf51e209131cea3136e.md>)

[Implementation](<https://github.com/LiheYoung/ST-PlusPlus>)

Recorded evaluation configuration: {"Networks":"4"}. This record does not assert independent reproduction.

### UniMatch

Unlabeled Samples per Epoch: 5200. Result ID: 698b55167a967eddb76db22d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

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

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

Recorded evaluation configuration: {"Networks":"1"}. This record does not assert independent reproduction.

### CW-BASS

Unlabeled Samples per Epoch: 5200. Result ID: 698b55167a967eddb76db22e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dd1e209131cea75a91.md>)

[Implementation](<https://github.com/psychofict/CW-BASS>)

Recorded evaluation configuration: {"Networks":"2"}. This record does not assert independent reproduction.

### FARCLUSS

Unlabeled Samples per Epoch: 5200. Result ID: 698b55167a967eddb76db22f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79961e209131cea7e6bf.md>)

Recorded evaluation configuration: {"Networks":"1"}. This record does not assert independent reproduction.

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