Abstract: Highlights•A new grasp synthesis framework for dexterous hands based on hand-object interaction.•Cascaded finger joint angle estimation strategy to model hand-object interaction.•A refinement module with hand-object contact constraints to improve the grasp quality.•High grasping success rate for most experimental objects in multiple categories.
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