# Semantic Segmentation on COCONut-L

Source: [Semantic Segmentation on COCONut-L](<https://www.sota2.com/research/sota/semantic-segmentation-on-coconut-l>)

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

Data updated: 2026-02-26T06:10:33.454Z

Evaluation of Semantic Segmentation performance on the COCONut-L dataset, typically reporting 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) | COCONut-L |
| Metric | mIoU |
| 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

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Oracles | 68.01 | Not recorded | 68fa779d1e209131cea745cf |
| Zero-shot | 66.36 | Not recorded | 68fa779d1e209131cea745cf |
| SemLA | 65.46 | Not recorded | 68fa779d1e209131cea745cf |
| Uniform | 64.05 | Not recorded | 68fa779d1e209131cea745cf |

### Oracles

mIoU: 68.01. Result ID: 699553833badfaffe643a48b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cf.md>)

Recorded evaluation configuration: {"Backbone":"SED \[71\]"}. This record does not assert independent reproduction.

### Zero-shot

mIoU: 66.36. Result ID: 699553833badfaffe643a48a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ef4.md>)

[Implementation](<https://ku-cvlab.github.io/CAT-Seg/>)

Recorded evaluation configuration: {"Backbone":"SED \[71\]"}. This record does not assert independent reproduction.

### SemLA

mIoU: 65.46. Result ID: 699553833badfaffe643a48d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cf.md>)

[Implementation](<https://thegoodailab.org/semla>)

Recorded evaluation configuration: {"Backbone":"SED \[71\]"}. This record does not assert independent reproduction.

### Uniform

mIoU: 64.05. Result ID: 699553833badfaffe643a48c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6054b.md>)

Recorded evaluation configuration: {"Backbone":"SED \[71\]"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.