System, method and computer-accessible medium for restoring an image taken through a window

摘要

Systems, methods and computer-accessible mediums for modifying an image(s) can be provided. For example, first image information for the image(s) can be received. Second image information can be generated by separating the first image information into at least two overlapping images. The image(s) can be modified using a prediction procedure based on the second image information.

主权项

1. A non-transitory computer-accessible medium having stored thereon computer-executable instructions for modifying at least one image, wherein, when a computer hardware arrangement executes the instructions, the computer arrangement is configured to perform procedures comprising:
receiving first image information for the at least one image; generating second image information by separating the first image information into at least two overlapping images; and modifying the at least one image using a prediction procedure based on the second image information by removing components of the at least one image associated with at least one of dirt, debris, or water from a picture taken through a window, wherein the prediction procedure is associated with at least three convolutional neural networks that receive each of the overlapping images as an input, and wherein a first convolutional neural network of the networks is used for the removal of the dirt, a second convolutional neural network of the networks is used for the removal of the debris and a third convolutional neural network of the networks is used for the removal of the water.