# Semantic Segmentation on ADE20K MIT Scene Parsing Challenge 2016 (val)

Source: [Semantic Segmentation on ADE20K MIT Scene Parsing Challenge 2016 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-mit-scene-parsing-challenge-2016-val>)

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

Data updated: 2026-03-20T09:46:09.218Z

Evaluation of Semantic Segmentation performance on the validation split of the ADE20K MIT Scene Parsing Challenge 2016 dataset, measured using 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) | ADE20K MIT Scene Parsing Challenge 2016 (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-ade20k-mit-scene-parsing-challenge-2016-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| FP32 | 32.85 | Not recorded | 68fa7bfd1e209131cea8bade |
| RegCache w/ interp. | 32.46 | Not recorded | 68fa7bfd1e209131cea8bade |
| Naïve | 30.3 | Not recorded | 68fa7bfd1e209131cea8bade |

### FP32

mIoU: 32.85. Result ID: 69bd174d47f34ce924a797a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfd1e209131cea8bade.md>)

Recorded evaluation configuration: {"Quantization":"None","Backbone":"SigLIP-B/16"}. This record does not assert independent reproduction.

### RegCache w/ interp.

mIoU: 32.46. Result ID: 69bd174d47f34ce924a797ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfd1e209131cea8bade.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfd1e209131cea8bade.md>)

Recorded evaluation configuration: {"Quantization":"W8A8","Backbone":"SigLIP-B/16","interpolation":"true"}. This record does not assert independent reproduction.

### Naïve

mIoU: 30.3. Result ID: 69bd174d47f34ce924a797aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfd1e209131cea8bade.md>)

Recorded evaluation configuration: {"Quantization":"W8A8","Backbone":"SigLIP-B/16"}. This record does not assert independent reproduction.

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