# Semantic Segmentation on VOC07 (val)

Source: [Semantic Segmentation on VOC07 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-voc07-val>)

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

Data updated: 2026-03-18T09:26:56.828Z

Evaluation of Semantic Segmentation performance on the validation split of the PASCAL VOC 2007 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) | VOC07 (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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-voc07-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| ALiBi-Dv2 | 69.2 | Not recorded | 69ba31b40636e5bf4afc0a76 |
| NoPE | 68.9 | Not recorded | 69ba31b40636e5bf4afc0a76 |
| DINOv2 | 68 | Not recorded | 69ba31b40636e5bf4afc0a76 |

### ALiBi-Dv2

mIoU: 69.2. Result ID: 69ba6fdf47f34ce924a4b002.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31b40636e5bf4afc0a76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31b40636e5bf4afc0a76.md>)

Recorded evaluation configuration: {"Evaluation protocol":"linear probe","Feature status":"frozen"}. This record does not assert independent reproduction.

### NoPE

mIoU: 68.9. Result ID: 69ba6fdf47f34ce924a4b001.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31b40636e5bf4afc0a76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

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

Recorded evaluation configuration: {"Evaluation protocol":"linear probe","Feature status":"frozen"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 68. Result ID: 69ba6fdf47f34ce924a4b000.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31b40636e5bf4afc0a76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fe453fdd5c3617446a3.md>)

Recorded evaluation configuration: {"Evaluation protocol":"linear probe","Feature status":"frozen"}. This record does not assert independent reproduction.

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