# Semantic Segmentation on ADE20K (Novel and Zero-Shot mIoU)

Source: [Semantic Segmentation on ADE20K (Novel and Zero-Shot mIoU)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-novel-and-zero-shot-miou>)

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

Data updated: 2026-04-23T10:20:27.357Z

Evaluation of Semantic Segmentation performance on the ADE20K dataset, specifically reporting Mean Intersection over Union (mIoU) results obtained under novel and zero-shot evaluation settings.

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) | ADE20K |
| Metric | mIoU (novel) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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 (novel)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-novel-and-zero-shot-miou.md?metric=mIoU%20(novel)>): Higher is better; unit: PERCENT.

- [mIoU (zero-shot)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-novel-and-zero-shot-miou.md?metric=mIoU%20(zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU (novel) | Result date | Report paper |
| --- | --- | --- | --- |
| MaskCLIP | 38 | Not recorded | 69e9a7ab55a3c32af89f715e |

### MaskCLIP

mIoU (novel): 38. Result ID: 69e9f25747f34ce924d1c049.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7ab55a3c32af89f715e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9e1e209131cea46a47.md>)

[Implementation](<https://maskclip.github.io/>)

Recorded evaluation configuration: {"Mechanism":"CLIP-based pseudo-labels","Notes":"Improves with self-training"}. This record does not assert independent reproduction.

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