TR2023-067
Vision Guided Food Assembly by Robot Teaching from Target Composition
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- "Vision Guided Food Assembly by Robot Teaching from Target Composition", ICRA 2023 Workshop on Task-Informed Grasping IV (TIG-IV): From Farm to Fork, May 2023.BibTeX TR2023-067 PDF
- @inproceedings{Jain2023may,
- author = {Jain, Siddarth and Corcodel, Radu and Jha, Devesh K. and Romeres, Diego},
- title = {Vision Guided Food Assembly by Robot Teaching from Target Composition},
- booktitle = {ICRA 2023 Workshop on Task-Informed Grasping IV (TIG-IV): From Farm to Fork},
- year = 2023,
- month = may,
- url = {https://www.merl.com/publications/TR2023-067}
- }
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- "Vision Guided Food Assembly by Robot Teaching from Target Composition", ICRA 2023 Workshop on Task-Informed Grasping IV (TIG-IV): From Farm to Fork, May 2023.
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Abstract:
Automation in the food-serving industry has challenging requirements. The article deals with the application of vision-guided food assembly of lunch box containers by robot teaching from a demonstration of a given target composition for the container. Vision guidance is used for parsing the target composition, bin picking with instance segmentation, and computing pose information for similarity-based assembly for food serving with tracking of containers on a moving conveying system. A control system based on learning from demonstration technique is employed in the object frame for similar pose object dropoff of the grasped item for assembly. Integration of vision-guided robot control into high-speed automated food assembly can be highly productive. A pilot experiment scenario for automated food assembly demonstrates the functionality of the vision-guided food-serving system.