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[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/multi-label-cluster-discrimination-for-visual/referring-expression-segmentation-on-refcoco)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco?p=multi-label-cluster-discrimination-for-visual)
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## RefCOCO Segmentation Evaluation:
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| Dataset | Split | MLCD-seg-7B | EVF-SAM | GLaMM | VisionLLM v2| LISA |
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| :-- | :-: | :-: | :-: | :-: | :-: | :-: |
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| RefCOCO | val | **83.2** | 82.4 | 79.5 | 79.2 | 74.9 |
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| RefCOCO | testA | **84.6** | 84.2 | 83.2 | 82.3 | 79.1 |
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| RefCOCO | testB | **81.4** | 80.2 | 76.9 | 77.0 | 72.3 |
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| RefCOCO+ | val | **79.0** | 76.5 | 72.6 | 68.9 | 65.1 |
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| RefCOCO+ | testA | **83.0** | 80.0 | 78.7 | 75.8 | 70.8 |
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| RefCOCO+ | testB | **75.1** | 71.9 | 64.6 | 61.8 | 58.1 |
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| RefCOCO | val | **83.6** | 82.4 | 79.5 | 79.2 | 74.9 |
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| RefCOCO | testA | **85.3** | 84.2 | 83.2 | 82.3 | 79.1 |
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| RefCOCO | testB | **81.5** | 80.2 | 76.9 | 77.0 | 72.3 |
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| RefCOCO+ | val | **79.4** | 76.5 | 72.6 | 68.9 | 65.1 |
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| RefCOCO+ | testA | **82.9** | 80.0 | 78.7 | 75.8 | 70.8 |
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| RefCOCO+ | testB | **75.6** | 71.9 | 64.6 | 61.8 | 58.1 |
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| RefCOCOg | val | **79.7** | 78.2 | 74.2 | 73.3 | 67.9 |
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| RefCOCOg | test | **80.9** | 78.3 | 74.9 | 74.8 | 70.6 |
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| RefCOCOg | test | **80.5** | 78.3 | 74.9 | 74.8 | 70.6 |
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## Evaluation

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