3D Referring Expression Segmentation (3D-RES) is advancing with a method called 3D-GRES, tackling challenges of interpreting instructions involving multiple targets in real-world scenarios. Traditional 3D-RES models fall short in addressing cases with no matching target or multiple objects, limiting their practical use. 3D-GRES aims for a comprehensive approach, utilizing a Multi-Query Decoupled Interaction Network (MDIN) to enhance interaction between queries and superpoints, thus managing multiple targets effectively. Additionally, the Text-Guided Sparse Query (TSQ) and Multi-Object Decoupling Optimization (MDO) strategies ensure distinctiveness and semantic consistency across queries. This approach fosters accurate multi-object identification within complex scenes.
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#MQL5 #MT5 #3DRES
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