AdapGrasp - Adaptive Grasping

AdapGrasp strategy includes a dataset named AdapGraspDataset and a corresponding model named AdapGraspNet, considering object stiffness and grasp affordance, ensuring the intactness of fragile objects and the stability of grasping.

Real-world Grasping Demo

AdapGraspDataset

Dataset Diagram
AdapGraspDataset Structure Visualization

Final grasp width (FGW) and grasp affordance weight (GAW) are introduced to the dataset, considering the object's stiffness and grasp affordance

Download Dataset via Google Drive

AdapGraspNet

Model Architecture
AdapGraspNet Architecture Schematic

To predict FGW and GAW more accurately, a denoise principle is introduced to the transformer-based model, which can output a set of initial and final grasp configurations.

For the full implementation, visit our GitHub repository.