# Semantic Segmentation on Pascal VOC 1464 labels

Source: [Semantic Segmentation on Pascal VOC 1464 labels](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-1464-labels>)

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

Data updated: 2026-02-26T06:10:22.956Z

Evaluation of Semantic Segmentation performance on the Pascal VOC dataset variant specified with 1464 labels, reporting 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 1464 labels |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-1464-labels.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SemiVL | 87.3 | Not recorded | 68fa71451e209131cea504a8 |
| UniMatch† | 84 | Not recorded | 68fa71451e209131cea504a8 |
| ZegCLIP†+UniMatch† | 83.6 | Not recorded | 68fa71451e209131cea504a8 |
| 3-CPS | 82 | Not recorded | 68fa71451e209131cea504a8 |
| ZegCLIP† | 82 | Not recorded | 68fa71451e209131cea504a8 |
| ESL | 81.8 | Not recorded | 68fa71451e209131cea504a8 |
| UniMatch | 81.2 | Not recorded | 68fa71451e209131cea504a8 |
| PCR | 80.7 | Not recorded | 68fa71451e209131cea504a8 |
| U2PL | 79.5 | Not recorded | 68fa71451e209131cea504a8 |
| ST++ | 79.1 | Not recorded | 68fa71451e209131cea504a8 |

### SemiVL

mIoU: 87.3. Result ID: 6991a4dc3a6c314849099aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Implementation](<https://github.com/google-research/semivl>)

Recorded evaluation configuration: {"Net":"ViT-B/16"}. This record does not assert independent reproduction.

### UniMatch†

mIoU: 84. Result ID: 6991a4dc3a6c314849099aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

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

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

Recorded evaluation configuration: {"Net":"ViT-B/16"}. This record does not assert independent reproduction.

### ZegCLIP†+UniMatch†

mIoU: 83.6. Result ID: 6991a4dc3a6c314849099ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcb1e209131cea47719.md>)

[Implementation](<https://github.com/ZiqinZhou66/ZegCLIP.git>)

Recorded evaluation configuration: {"Net":"ViT-B/16"}. This record does not assert independent reproduction.

### 3-CPS

mIoU: 82. Result ID: 6991a4dc3a6c314849099ae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70561e209131cea4a5c3.md>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### ZegCLIP†

mIoU: 82. Result ID: 6991a4dc3a6c314849099ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcb1e209131cea47719.md>)

[Implementation](<https://github.com/ZiqinZhou66/ZegCLIP.git>)

Recorded evaluation configuration: {"Net":"ViT-B/16"}. This record does not assert independent reproduction.

### ESL

mIoU: 81.8. Result ID: 6991a4dc3a6c314849099ae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### UniMatch

mIoU: 81.2. Result ID: 6991a4dc3a6c314849099ae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

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

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

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### PCR

mIoU: 80.7. Result ID: 6991a4dc3a6c314849099ae4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b17f.md>)

[Implementation](<https://github.com/HeimingX/semi_seg_proto>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### U2PL

mIoU: 79.5. Result ID: 6991a4dc3a6c314849099ae3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

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

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

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### ST++

mIoU: 79.1. Result ID: 6991a4dc3a6c314849099ae2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

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

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

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

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