# Multi-target Referring Segmentation on MrefCOCOg (val(U))

Source: [Multi-target Referring Segmentation on MrefCOCOg (val(U))](<https://www.sota2.com/research/sota/multi-target-referring-segmentation-on-mrefcocog-val-u>)

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

Data updated: 2026-02-26T06:09:09.238Z

Evaluation of Multi-target Referring Segmentation performance on the MrefCOCOg dataset, specifically using the val(U) split, measured using cIoU.

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 | Multi-target Referring Segmentation |
| Dataset (including any stated split) | MrefCOCOg (val(U)) |
| Metric | cIoU |
| 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

- [cIoU](<https://www.sota2.com/research/sota/multi-target-referring-segmentation-on-mrefcocog-val-u.md?metric=cIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | cIoU | Result date | Report paper |
| --- | --- | --- | --- |
| PixelLM | 65.8 | Not recorded | 68fa74241e209131cea5ff3b |
| PixelLM† | 64 | Not recorded | 68fa74241e209131cea5ff3b |
| LISAaug | 62.3 | Not recorded | 68fa74241e209131cea5ff3b |
| LISA | 34.5 | Not recorded | 68fa74241e209131cea5ff3b |

### PixelLM

cIoU: 65.8. Result ID: 699321143a6c31484913ead0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

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

Recorded evaluation configuration: {"w/o SAM":true}. This record does not assert independent reproduction.

### PixelLM†

cIoU: 64. Result ID: 699321143a6c31484913eacf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

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

Recorded evaluation configuration: {"w/o SAM":true,"token fusion mechanism":false,"target refinement loss":false}. This record does not assert independent reproduction.

### LISAaug

cIoU: 62.3. Result ID: 699321143a6c31484913eace.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: {"w/o SAM":false}. This record does not assert independent reproduction.

### LISA

cIoU: 34.5. Result ID: 699321143a6c31484913eacd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: {"w/o SAM":false}. This record does not assert independent reproduction.

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