# Open-Vocabulary Part Segmentation on ADE20K Part zero-shot 234

Source: [Open-Vocabulary Part Segmentation on ADE20K Part zero-shot 234](<https://www.sota2.com/research/sota/open-vocabulary-part-segmentation-on-ade20k-part-zero-shot-234>)

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

Data updated: 2026-02-26T06:04:10.699Z

Evaluation of Open-Vocabulary Part Segmentation performance on the specialized ADE20K Part zero-shot 234 setting, measured using Seen Recall, Unseen Recall, and h-Recall.

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 | Open-Vocabulary Part Segmentation |
| Dataset (including any stated split) | ADE20K Part zero-shot 234 |
| Metric | Seen Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Seen Recall](<https://www.sota2.com/research/sota/open-vocabulary-part-segmentation-on-ade20k-part-zero-shot-234.md?metric=Seen%20Recall>): Higher is better; unit: PERCENT.

- [Unseen Recall](<https://www.sota2.com/research/sota/open-vocabulary-part-segmentation-on-ade20k-part-zero-shot-234.md?metric=Unseen%20Recall>): Higher is better; unit: PERCENT.

- [h-Recall](<https://www.sota2.com/research/sota/open-vocabulary-part-segmentation-on-ade20k-part-zero-shot-234.md?metric=h-Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Seen Recall | Result date | Report paper |
| --- | --- | --- | --- |
| PartCATSeg | 64.81 | Not recorded | 68fa7a8d1e209131cea83def |
| ZSSeg+ | 55.78 | Not recorded | 68fa7a8d1e209131cea83def |
| ZSSeg+ | 55.78 | Not recorded | 68fa76101e209131cea6b388 |
| PartCLIPSeg | 53.31 | Not recorded | 68fa7a8d1e209131cea83def |
| PartCLIPSeg | 53.31 | Not recorded | 68fa76101e209131cea6b388 |
| PartCLIPSeg | 51.64 | Not recorded | 68fa76101e209131cea6b388 |
| CLIPSeg | 49.59 | Not recorded | 68fa7a8d1e209131cea83def |
| CLIPSeg | 49.59 | Not recorded | 68fa76101e209131cea6b388 |
| CAT-Seg | 43.48 | Not recorded | 68fa7a8d1e209131cea83def |
| CAT-Seg | 43.48 | Not recorded | 68fa76101e209131cea6b388 |

### PartCATSeg

Seen Recall: 64.81. Result ID: 698b78e57a967eddb76edfc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

[Implementation](<https://github.com/kaist-cvml/part-catseg>)

Recorded evaluation configuration: {"Zero-shot":true,"Setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### ZSSeg+

Seen Recall: 55.78. Result ID: 698b78e57a967eddb76edfc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e4a1e209131cea3f069.md>)

[Implementation](<https://github.com/MendelXu/zsseg.baseline>)

Recorded evaluation configuration: {"Zero-shot":true,"Setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### ZSSeg+

Seen Recall: 55.78. Result ID: 6994238f3a6c3148491b538a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

Recorded evaluation configuration: {"setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### PartCLIPSeg

Seen Recall: 53.31. Result ID: 698b78e57a967eddb76edfc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Implementation](<https://github.com/kaist-cvml-lab/part-clipseg>)

Recorded evaluation configuration: {"Zero-shot":true,"Setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### PartCLIPSeg

Seen Recall: 53.31. Result ID: 6994238f3a6c3148491b538e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Implementation](<https://github.com/kaist-cvml-lab/part-clipseg>)

Recorded evaluation configuration: {"setting":"Oracle-Obj","attention control losses (Lsep + Lenh)":"included"}. This record does not assert independent reproduction.

### PartCLIPSeg

Seen Recall: 51.64. Result ID: 6994238f3a6c3148491b538d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Implementation](<https://github.com/kaist-cvml-lab/part-clipseg>)

Recorded evaluation configuration: {"setting":"Oracle-Obj","attention control losses (Lsep + Lenh)":"excluded"}. This record does not assert independent reproduction.

### CLIPSeg

Seen Recall: 49.59. Result ID: 698b78e57a967eddb76edfc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a66.md>)

[Implementation](<https://eckerlab.org/code/clipseg>)

Recorded evaluation configuration: {"Zero-shot":true,"Setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### CLIPSeg

Seen Recall: 49.59. Result ID: 6994238f3a6c3148491b538b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a66.md>)

[Implementation](<https://eckerlab.org/code/clipseg>)

Recorded evaluation configuration: {"setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### CAT-Seg

Seen Recall: 43.48. Result ID: 698b78e57a967eddb76edfc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83def.md>)

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

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

Recorded evaluation configuration: {"Zero-shot":true,"Setting":"Oracle-Obj"}. This record does not assert independent reproduction.

### CAT-Seg

Seen Recall: 43.48. Result ID: 6994238f3a6c3148491b538c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b388.md>)

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

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

Recorded evaluation configuration: {"setting":"Oracle-Obj"}. This record does not assert independent reproduction.

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