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MLCD-Seg-7B

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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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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-refcocog)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcocog?p=multi-label-cluster-discrimination-for-visual)
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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-5)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco-5?p=multi-label-cluster-discrimination-for-visual)
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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-3)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco-3?p=multi-label-cluster-discrimination-for-visual)
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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-refcocog-1)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcocog-1?p=multi-label-cluster-discrimination-for-visual)
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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-8)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco-8?p=multi-label-cluster-discrimination-for-visual)
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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-4)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco-4?p=multi-label-cluster-discrimination-for-visual)
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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-9)](https://paperswithcode.com/sota/referring-expression-segmentation-on-refcoco-9?p=multi-label-cluster-discrimination-for-visual)
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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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+ [![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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+
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+
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+ ## RefCOCO Segmentation Evaluation:
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+
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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 | **83.6** | 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 | **80.5** | 78.3 | 74.9 | 74.8 | 70.6 |
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+
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+ ---
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+ ## Evaluation
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+ Install the evaluation tool and execute the evaluation script:
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+ ```bash
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+ bash ./eval/scripts/eval_refcoco.sh
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+ ```
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+ ---
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+
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+ ## Citations
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+ ```
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+ @misc{mlcdseg_wukun,
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+ author = {Wu, Kun and Xie, Yin and Zhou, Xinyu and An, Xiang, and Deng, Jiankang},
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+ title = {MLCD-seg-7B},
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+ year = {2024},
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+ url = {https://github.com/deepglint/unicom/tree/main/downstream},
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+ }
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+ ```