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CrossUAV is introduced, a UAV benchmark for joint object detection and instance segmentation that provides a unified evaluation platform for cross-granularity task collaboration and Cross-Granularity Socialized Collaboration is proposed, a progressive and adaptive framework that regulates when, where, and how tasks exchange information across network hierarchies.