The invention provides a
debris flow disaster early-warning method based on image recognition, and the method comprises the steps: firstly obtaining two groups of comparison video
stream data of a multi-
view camera in different time periods, carrying out the mountain feature registration of the two groups of comparison video
stream data to guarantee the consistency of space coordinates, filtering and removing invalid interference information through an interference region
mask, and obtaining a pre-warning result; and then determining a mountain sliding association difference pixel
point set according to the filtered video
stream data, and finally constructing a three-dimensional mountain sliding monitoring model in combination with the set and the registered video
stream data, thereby determining a target monitoring area of the detection equipment and carrying out monitoring and early warning on the target monitoring area. Spatial position deviation of video
stream data in different time periods is eliminated through mountain feature registration, various interference factors in the
natural environment are effectively eliminated in combination with interference area
mask filtering, mountain sliding can be accurately recognized, the
debris flow disaster early warning precision is remarkably improved, the early warning
signal false alarm condition is reduced, and the early warning efficiency is improved. And potential safety hazards caused by false alarms are reduced.