# Semantic Segmentation on ADE20K (Teacher mIoU, Student mIoU)

Source: [Semantic Segmentation on ADE20K (Teacher mIoU, Student mIoU)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-teacher-miou-student-miou>)

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

Data updated: 2026-06-18T07:12:17.305Z

Evaluation of Semantic Segmentation performance on the ADE20K dataset, reporting results for Teacher mIoU and Student 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 |
| Metric | Student 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

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

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

## Recorded results

| Method | Student mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| APD with GKL loss | 39.75 | Not recorded | 68fa775a1e209131cea72a2d |
| APD with KL loss | 39.25 | Not recorded | 68fa775a1e209131cea72a2d |
| Baseline | 37.19 | Not recorded | 68fa775a1e209131cea72a2d |

### APD with GKL loss

Student mIoU: 39.75. Result ID: 6a339a4bfbc373592c306602.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a2d.md>)

Recorded evaluation configuration: {"Teacher":"ResNet-101","Student":"ResNet-18"}. This record does not assert independent reproduction.

### APD with KL loss

Student mIoU: 39.25. Result ID: 6a339a4bfbc373592c306601.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a2d.md>)

Recorded evaluation configuration: {"Teacher":"ResNet-101","Student":"ResNet-18"}. This record does not assert independent reproduction.

### Baseline

Student mIoU: 37.19. Result ID: 6a339a4bfbc373592c306600.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a2d.md>)

Recorded evaluation configuration: {"Student":"ResNet-18"}. This record does not assert independent reproduction.

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