The invention discloses a
frequency domain registration and convex set projection-based super-resolution
reconstruction method. The method comprises the following steps of: reading a multi-frame image, selecting a
reference frame serving as registration, and registering the image to obtain
relative displacement of each frame of image, wherein a
frequency domain-based rapid registration
algorithm is used as the registration
algorithm; performing super-resolution reconstruction on the multi-frame image by using a convex set
projection method according to the
relative displacement of each frame; and finally outputting the image, wherein a
video sequence sampling speed is high and the displacement of neighboring frames is small, so that by the method, the registration process is simplified, and the
translational motion is estimated by using
intermediate frequency domain information of the image and the rotation angle is not estimated to greatly reduce the amount of operation of the registration
algorithm. Meanwhile, by the method, the convex set
projection reconstruction method is simplified, the entire amount of operation of the super-
resolution algorithm is greatly reduced by only using high-brightness amplitude constraint of the image and apriori constraint of a
Gaussian point spread function, and the reconstruction quality can be guaranteed.