The invention discloses a pointer-type instrument reading method suitable for multi-view images based on 
machine vision. The method comprises the steps: inputting an instrument photograph, inputting instrument parameters, recognizing a dial circle, carrying out the 
cutting based on the dial circle, carrying out the image preprocessing, obtaining a binary dial, carrying out the 
contour analysis of a dial image, and extracting a scale region based on scale 
hypothesis; calculating the average 
radius from the scale center to the center of a circle, recording the average 
radius as the 
radius of a scale area, performing normal calibration based on dial scale 
feature extraction by using the radius of the scale area and the binarized dial image in combination with instrument parameters, identifying a dial circle again for the binarized dial image after normal calibration, and performing 
contour analysis; extracting the scale and pointer areas, cleaning the extracted pointer areas, acquiring a pointer 
deflection angle through calculation by using a slope fitting method based on multiple times of sampling and averaging, and substituting the pointer 
deflection angle, the range included angle and the start-stop scale readings into a reading calculation formula to obtain instrument readings through calculation.