# Semantic Segmentation on ADE20K without background class

Source: [Semantic Segmentation on ADE20K without background class](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-without-background-class>)

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

Data updated: 2026-02-26T06:10:18.778Z

Evaluation of Semantic Segmentation performance on the ADE20K dataset, specifically excluding the background class, typically measured using 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) | ADE20K without background class |
| Metric | mIoU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-ade20k-without-background-class.md?metric=mIoU>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| TCL | 0.171 | Not recorded | 68fa6ee81e209131cea42ce9 |
| ReCo | 0.112 | Not recorded | 68fa6ee81e209131cea42ce9 |
| MaskCLIP (Baseline) | 0.108 | Not recorded | 68fa6ee81e209131cea42ce9 |
| MaskCLIP | 0.098 | Not recorded | 68fa6ee81e209131cea42ce9 |
| GroupViT (RedCaps) | 0.092 | Not recorded | 68fa6ee81e209131cea42ce9 |
| GroupViT (YFCC) | 0.087 | Not recorded | 68fa6ee81e209131cea42ce9 |

### TCL

mIoU: 0.171. Result ID: 69906ce03a6c314849007626.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Implementation](<https://github.com/kakaobrain/tcl>)

Recorded evaluation configuration: {"Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction.

### ReCo

mIoU: 0.112. Result ID: 69906ce03a6c314849007625.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35f62.md>)

[Implementation](<https://www.robots.ox.ac.uk/%E1%B9%BDgg/research/reco.%20(Project%20page%20provided,%20not%20strict%20code%20repository)>)

Recorded evaluation configuration: {"Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction.

### MaskCLIP (Baseline)

mIoU: 0.108. Result ID: 69906ce03a6c314849007623.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37ece.md>)

Recorded evaluation configuration: {"Refinement":"None"}. This record does not assert independent reproduction.

### MaskCLIP

mIoU: 0.098. Result ID: 69906ce03a6c314849007624.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37ece.md>)

Recorded evaluation configuration: {"Refinement":"With heuristic refinement"}. This record does not assert independent reproduction.

### GroupViT (RedCaps)

mIoU: 0.092. Result ID: 69906ce03a6c314849007622.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Implementation](<https://github.com/NVlabs/GroupViT>)

Recorded evaluation configuration: {"Training Data":"RedCaps + CC12M"}. This record does not assert independent reproduction.

### GroupViT (YFCC)

mIoU: 0.087. Result ID: 69906ce03a6c314849007621.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Implementation](<https://github.com/NVlabs/GroupViT>)

Recorded evaluation configuration: {"Training Data":"YFCC + CC12M"}. This record does not assert independent reproduction.

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