Dear Editor,Automated fish grading and packaging,critical in the seafood industry,have not been simultaneously addressed by prior works using machine vision and robotics.This letter presents a novel proofof-concept ro...Dear Editor,Automated fish grading and packaging,critical in the seafood industry,have not been simultaneously addressed by prior works using machine vision and robotics.This letter presents a novel proofof-concept robotic vision system for automatic,size-based fish grading and packaging.Our system classifies frozen fish steaks into two size grades and localizes them on a conveyor belt for robotic pickand-place via a specialized end-effector.Experiments achieved a grading accuracy of 87.6%and a robotic packaging rate of 87%,demonstrating the potential of vision-guided robotics for automated food quality inspection and handling.展开更多
摘要Dear Editor,Automated fish grading and packaging,critical in the seafood industry,have not been simultaneously addressed by prior works using machine vision and robotics.This letter presents a novel proofof-concept robotic vision system for automatic,size-based fish grading and packaging.Our system classifies frozen fish steaks into two size grades and localizes them on a conveyor belt for robotic pickand-place via a specialized end-effector.Experiments achieved a grading accuracy of 87.6%and a robotic packaging rate of 87%,demonstrating the potential of vision-guided robotics for automated food quality inspection and handling.