For solving the problem to quickly retrieve a specific threedimensional component from massive component library in industrial design

it gives a measurement process based on row and center by combining the compressed sensing theory

and proposes a fast retrieval method for three-view model component in manufacturing field are studied. First

it extracts the measurement features of color and texture from the three-view of each component by compressed sensing method

and saves them into model library. Then

it extracts the measurement features of the three-view component to be retrieved

and matches the similarity with the features of three-view components in model library. Finally

according to the similarity between the three-view of model components

it fuses the measurement features of the center and gets the overall similarity between model components and outputs the retrieval result. Experimental results show this method has better retrieval performance and has certain advantage in recall and precision rate.