# Referring Expression Segmentation on VGPHRASECUT (test)

Source: [Referring Expression Segmentation on VGPHRASECUT (test)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-vgphrasecut-test>)

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

Data updated: 2026-02-26T06:10:13.740Z

Evaluation of Referring Expression Segmentation performance on the test split of the VGPHRASECUT dataset, measured using mean IoU and precision thresholds (Pr@X).

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 Expression Segmentation |
| Dataset (including any stated split) | VGPHRASECUT (test) |
| Metric | mIoU |
| 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

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

- [Cumulative IoU](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-vgphrasecut-test.md?metric=Cumulative%20IoU>): Higher is better; unit: PERCENT.

- [Pr@0.5](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-vgphrasecut-test.md?metric=Pr%400.5>): Higher is better; unit: PERCENT.

- [Pr@0.7](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-vgphrasecut-test.md?metric=Pr%400.7>): Higher is better; unit: PERCENT.

- [Pr@0.9](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-vgphrasecut-test.md?metric=Pr%400.9>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| MDETR | 53.7 | Not recorded | 68fa6af51e209131cea2b5a9 |
| MDETR | 53.1 | Not recorded | 68fa6af51e209131cea2b5a9 |
| HULANet | 41.3 | Not recorded | 68fa68171e209131cea1a288 |
| HULANet | 41.3 | Not recorded | 68fa68171e209131cea1a288 |
| HULANet | 41.3 | Not recorded | 68fa6af51e209131cea2b5a9 |
| HULANet | 41.1 | Not recorded | 68fa68171e209131cea1a288 |
| HULANet | 39.9 | Not recorded | 68fa68171e209131cea1a288 |
| Mask-RCNN | 39.4 | Not recorded | 68fa68171e209131cea1a288 |
| Mask-RCNN | 36.2 | Not recorded | 68fa68171e209131cea1a288 |
| RMI | 21.1 | Not recorded | 68fa68171e209131cea1a288 |
| RMI | 21.1 | Not recorded | 68fa6af51e209131cea2b5a9 |
| MattNet | 20.2 | Not recorded | 68fa68171e209131cea1a288 |

### MDETR

mIoU: 53.7. Result ID: 698e474effc3901de09c41b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Implementation](<https://github.com/ashkamath/mdetr>)

Recorded evaluation configuration: {"Backbone":"ENB3"}. This record does not assert independent reproduction.

### MDETR

mIoU: 53.1. Result ID: 698e474effc3901de09c41af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Implementation](<https://github.com/ashkamath/mdetr>)

Recorded evaluation configuration: {"Backbone":"R101"}. This record does not assert independent reproduction.

### HULANet

mIoU: 41.3. Result ID: 698d5b418b517eb43320df70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Implementation](<https://people.cs.umass.edu/~chenyun/phrasecut>)

Recorded evaluation configuration: {"modules":"cat+att"}. This record does not assert independent reproduction.

### HULANet

mIoU: 41.3. Result ID: 698d5b418b517eb43320df72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Implementation](<https://people.cs.umass.edu/~chenyun/phrasecut>)

Recorded evaluation configuration: {"modules":"cat+att+rel"}. This record does not assert independent reproduction.

### HULANet

mIoU: 41.3. Result ID: 698e474effc3901de09c41ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Implementation](<https://people.cs.umass.edu/~chenyun/phrasecut>)

Recorded evaluation configuration: {"Backbone":"R101"}. This record does not assert independent reproduction.

### HULANet

mIoU: 41.1. Result ID: 698d5b418b517eb43320df71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Implementation](<https://people.cs.umass.edu/~chenyun/phrasecut>)

Recorded evaluation configuration: {"modules":"cat+rel"}. This record does not assert independent reproduction.

### HULANet

mIoU: 39.9. Result ID: 698d5b418b517eb43320df6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Implementation](<https://people.cs.umass.edu/~chenyun/phrasecut>)

Recorded evaluation configuration: {"modules":"cat"}. This record does not assert independent reproduction.

### Mask-RCNN

mIoU: 39.4. Result ID: 698d5b418b517eb43320df74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"variant":"top"}. This record does not assert independent reproduction.

### Mask-RCNN

mIoU: 36.2. Result ID: 698d5b418b517eb43320df73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"variant":"self"}. This record does not assert independent reproduction.

### RMI

mIoU: 21.1. Result ID: 698d5b418b517eb43320df75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff78c.md>)

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

### RMI

mIoU: 21.1. Result ID: 698e474effc3901de09c41ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

Recorded evaluation configuration: {"Backbone":"R101"}. This record does not assert independent reproduction.

### MattNet

mIoU: 20.2. Result ID: 698d5b418b517eb43320df76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a288.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea031d4.md>)

[Implementation](<https://github.com/lichengunc/MAttNet>)

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

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