# Sound Prompted Semantic Segmentation on ADE20K (evaluation)

Source: [Sound Prompted Semantic Segmentation on ADE20K (evaluation)](<https://www.sota2.com/research/sota/sound-prompted-semantic-segmentation-on-ade20k-evaluation>)

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

Data updated: 2026-02-26T06:09:34.157Z

Evaluation of Sound Prompted Semantic Segmentation performance on the ADE20K dataset (evaluation split), typically measured using mAP and 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 | Sound Prompted Semantic Segmentation |
| Dataset (including any stated split) | ADE20K (evaluation) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [mAP](<https://www.sota2.com/research/sota/sound-prompted-semantic-segmentation-on-ade20k-evaluation.md?metric=mAP>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/sound-prompted-semantic-segmentation-on-ade20k-evaluation.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| DenseAV | 32.7 | Not recorded | 68fa73881e209131cea5d00d |
| CAVMAE | 26 | Not recorded | 68fa73881e209131cea5d00d |
| ImageBind | 18.3 | Not recorded | 68fa73881e209131cea5d00d |
| DAVENet | 16.8 | Not recorded | 68fa73881e209131cea5d00d |

### DenseAV

mAP: 32.7. Result ID: 6992e76e3a6c3148491245d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d00d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d00d.md>)

[Implementation](<https://aka.ms/denseav>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CAVMAE

mAP: 26. Result ID: 6992e76e3a6c3148491245d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d00d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f041e209131cea4345b.md>)

[Implementation](<https://github.com/yuangongnd/cav-mae>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ImageBind

mAP: 18.3. Result ID: 6992e76e3a6c3148491245d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d00d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c4.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DAVENet

mAP: 16.8. Result ID: 6992e76e3a6c3148491245d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d00d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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