# Interactive Segmentation on PartImageNet (val)

Source: [Interactive Segmentation on PartImageNet (val)](<https://www.sota2.com/research/sota/interactive-segmentation-on-partimagenet-val>)

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

Data updated: 2026-02-26T05:47:30.201Z

Evaluation of Interactive Segmentation performance on the validation split of the PartImageNet dataset, reporting metrics such as IoU@1.

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 | Interactive Segmentation |
| Dataset (including any stated split) | PartImageNet (val) |
| Metric | IoU@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [IoU@1](<https://www.sota2.com/research/sota/interactive-segmentation-on-partimagenet-val.md?metric=IoU%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU@1 | Result date | Report paper |
| --- | --- | --- | --- |
| GraCo | 58 | Not recorded | 68fa732f1e209131cea5af91 |
| SAM | 56 | Not recorded | 68fa732f1e209131cea5af91 |
| SAM | 55 | Not recorded | 68fa732f1e209131cea5af91 |
| GraCo | 55 | Not recorded | 68fa732f1e209131cea5af91 |
| GraCo | 55 | Not recorded | 68fa732f1e209131cea5af91 |
| SimpleClick | 54 | Not recorded | 68fa732f1e209131cea5af91 |
| GraCo | 53 | Not recorded | 68fa732f1e209131cea5af91 |
| SimpleClick | 49 | Not recorded | 68fa732f1e209131cea5af91 |
| SAM | 42 | Not recorded | 68fa732f1e209131cea5af91 |
| SAM | 42 | Not recorded | 68fa732f1e209131cea5af91 |
| SimpleClick | 30 | Not recorded | 68fa732f1e209131cea5af91 |
| SimpleClick | 20 | Not recorded | 68fa732f1e209131cea5af91 |

### GraCo

IoU@1: 58. Result ID: 6992aed53a6c31484910b3d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Implementation](<https://zhao-yian.github.io/GraCo>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Granularity guidance":"AGG","Training Dataset":"SBD"}. This record does not assert independent reproduction.

### SAM

IoU@1: 56. Result ID: 6992aed53a6c31484910b3d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Best matching selection":true,"Training Dataset":"SA-1B"}. This record does not assert independent reproduction.

### SAM

IoU@1: 55. Result ID: 6992aed53a6c31484910b3d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Best matching selection":true,"Training Dataset":"SA-1B"}. This record does not assert independent reproduction.

### GraCo

IoU@1: 55. Result ID: 6992aed53a6c31484910b3d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Implementation](<https://zhao-yian.github.io/GraCo>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Granularity guidance":"AGG","Training Dataset":"SBD"}. This record does not assert independent reproduction.

### GraCo

IoU@1: 55. Result ID: 6992aed53a6c31484910b3d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Implementation](<https://zhao-yian.github.io/GraCo>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Granularity guidance":"GT","Training Dataset":"SBD"}. This record does not assert independent reproduction.

### SimpleClick

IoU@1: 54. Result ID: 6992aed53a6c31484910b3cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420b1.md>)

[Implementation](<https://github.com/uncbiag/SimpleClick>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Fine-tuning utilizing part annotation":true,"Training Dataset":"SBD"}. This record does not assert independent reproduction.

### GraCo

IoU@1: 53. Result ID: 6992aed53a6c31484910b3d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Implementation](<https://zhao-yian.github.io/GraCo>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Granularity guidance":"GT","Training Dataset":"SBD"}. This record does not assert independent reproduction.

### SimpleClick

IoU@1: 49. Result ID: 6992aed53a6c31484910b3cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420b1.md>)

[Implementation](<https://github.com/uncbiag/SimpleClick>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Fine-tuning utilizing part annotation":true,"Training Dataset":"SBD"}. This record does not assert independent reproduction.

### SAM

IoU@1: 42. Result ID: 6992aed53a6c31484910b3d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Best matching selection":false,"Training Dataset":"SA-1B"}. This record does not assert independent reproduction.

### SAM

IoU@1: 42. Result ID: 6992aed53a6c31484910b3d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Best matching selection":false,"Training Dataset":"SA-1B"}. This record does not assert independent reproduction.

### SimpleClick

IoU@1: 30. Result ID: 6992aed53a6c31484910b3ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420b1.md>)

[Implementation](<https://github.com/uncbiag/SimpleClick>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Fine-tuning utilizing part annotation":false,"Training Dataset":"SBD"}. This record does not assert independent reproduction.

### SimpleClick

IoU@1: 20. Result ID: 6992aed53a6c31484910b3cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420b1.md>)

[Implementation](<https://github.com/uncbiag/SimpleClick>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Fine-tuning utilizing part annotation":false,"Training Dataset":"SBD"}. This record does not assert independent reproduction.

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