# Referring Segmentation on refCOCOg U (val)

Source: [Referring Segmentation on refCOCOg U (val)](<https://www.sota2.com/research/sota/referring-segmentation-on-refcocog-u-val>)

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

Data updated: 2026-07-08T07:13:03.089Z

Evaluation of Referring Segmentation performance on the validation split of the refCOCOg U subset, 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 | Referring Segmentation |
| Dataset (including any stated split) | refCOCOg U (val) |
| Metric | cIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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/referring-segmentation-on-refcocog-u-val.md?metric=cIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | cIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SegAnswer | 76 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| Groundhog | 74.1 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| LaSagnA | 70.6 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| READ | 70.1 | Not recorded | 68fa776a1e209131cea7323f |
| PixelLM | 69.3 | Not recorded | 68fa74241e209131cea5ff3b |
| VideoLISA | 68.3 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| LISA-7B | 67.9 | Not recorded | 68fa776a1e209131cea7323f |
| Vitron | 67.9 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| LISAaug | 67 | Not recorded | 68fa74241e209131cea5ff3b |
| LISA | 66.4 | Not recorded | 68fa74241e209131cea5ff3b |
| LISA | 66.4 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| SESAME | 66.1 | Not recorded | 68fa776a1e209131cea7323f |
| SEEM | 65.7 | Not recorded | 68fa74241e209131cea5ff3b |
| SEEM | 65.7 | Not recorded | 68fa776a1e209131cea7323f |
| VISA | 65.5 | Not recorded | 6a4dd9b84da6617fe9198c9d |
| ReLA | 65 | Not recorded | 68fa74241e209131cea5ff3b |
| ReLA | 65 | Not recorded | 68fa776a1e209131cea7323f |
| X-Decoder | 64.6 | Not recorded | 68fa74241e209131cea5ff3b |
| X-Decoder | 64.6 | Not recorded | 68fa776a1e209131cea7323f |
| LAVT | 61.2 | Not recorded | 68fa74241e209131cea5ff3b |
| LAVT | 61.2 | Not recorded | 68fa776a1e209131cea7323f |
| CRIS | 59.9 | Not recorded | 68fa74241e209131cea5ff3b |
| CRIS | 59.9 | Not recorded | 68fa776a1e209131cea7323f |
| VLT | 55 | Not recorded | 68fa74241e209131cea5ff3b |
| VLT | 55 | Not recorded | 68fa776a1e209131cea7323f |
| MCN | 49.2 | Not recorded | 68fa74241e209131cea5ff3b |
| MCN | 49.2 | Not recorded | 68fa776a1e209131cea7323f |

### SegAnswer

cIoU: 76. Result ID: 6a4df86f60b88bb339d6dcf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

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

### Groundhog

cIoU: 74.1. Result ID: 6a4df86f60b88bb339d6dcf0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea59733.md>)

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

### LaSagnA

cIoU: 70.6. Result ID: 6a4df86f60b88bb339d6dcf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72e11e209131cea59276.md>)

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

### READ

cIoU: 70.1. Result ID: 699489593a6c3148491ddd3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Implementation](<https://github.com/rui-qian/READ>)

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

### PixelLM

cIoU: 69.3. Result ID: 699321143a6c31484913ea98.

[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.

### VideoLISA

cIoU: 68.3. Result ID: 6a4df86f60b88bb339d6dcf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75081e209131cea65648.md>)

[Implementation](<https://github.com/showlab/VideoLISA>)

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

### LISA-7B

cIoU: 67.9. Result ID: 699489593a6c3148491ddd39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.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: Not recorded. This record does not assert independent reproduction.

### Vitron

cIoU: 67.9. Result ID: 6a4df86f60b88bb339d6dcf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76741e209131cea6d1a6.md>)

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

### LISAaug

cIoU: 67. Result ID: 699321143a6c31484913ea97.

[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: 66.4. Result ID: 699321143a6c31484913ea96.

[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: 66.4. Result ID: 6a4df86f60b88bb339d6dcef.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.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: Not recorded. This record does not assert independent reproduction.

### SESAME

cIoU: 66.1. Result ID: 699489593a6c3148491ddd38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### SEEM

cIoU: 65.7. Result ID: 699321143a6c31484913ea95.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa700c1e209131cea48d62.md>)

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

### SEEM

cIoU: 65.7. Result ID: 699489593a6c3148491ddd37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa700c1e209131cea48d62.md>)

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

### VISA

cIoU: 65.5. Result ID: 6a4df86f60b88bb339d6dcf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b84da6617fe9198c9d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa741f1e209131cea5fc43.md>)

[Implementation](<https://github.com/cilinyan/VISA>)

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

### ReLA

cIoU: 65. Result ID: 699321143a6c31484913ea93.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46367.md>)

[Implementation](<https://henghui.ding.github.io/GRES>)

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

### ReLA

cIoU: 65. Result ID: 699489593a6c3148491ddd36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46367.md>)

[Implementation](<https://henghui.ding.github.io/GRES>)

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

### X-Decoder

cIoU: 64.6. Result ID: 699321143a6c31484913ea94.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e910.md>)

[Implementation](<https://x-decoder-vl.github.io/>)

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

### X-Decoder

cIoU: 64.6. Result ID: 699489593a6c3148491ddd35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e910.md>)

[Implementation](<https://x-decoder-vl.github.io/>)

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

### LAVT

cIoU: 61.2. Result ID: 699321143a6c31484913ea92.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea328ba.md>)

[Implementation](<https://www.sota2.com/LAVT-RIS>)

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

### LAVT

cIoU: 61.2. Result ID: 699489593a6c3148491ddd34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea328ba.md>)

[Implementation](<https://www.sota2.com/LAVT-RIS>)

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

### CRIS

cIoU: 59.9. Result ID: 699321143a6c31484913ea91.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319eb.md>)

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

### CRIS

cIoU: 59.9. Result ID: 699489593a6c3148491ddd33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319eb.md>)

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

### VLT

cIoU: 55. Result ID: 699321143a6c31484913ea90.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a911e209131cea28f0a.md>)

[Implementation](<https://github.com/henghuiding/Vision-Language-Transformer>)

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

### VLT

cIoU: 55. Result ID: 699489593a6c3148491ddd32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a911e209131cea28f0a.md>)

[Implementation](<https://github.com/henghuiding/Vision-Language-Transformer>)

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

### MCN

cIoU: 49.2. Result ID: 699321143a6c31484913ea8f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d7e.md>)

[Implementation](<https://github.com/luogen1996/MCN>)

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

### MCN

cIoU: 49.2. Result ID: 699489593a6c3148491ddd31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d7e.md>)

[Implementation](<https://github.com/luogen1996/MCN>)

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

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