Invention Grant
- Patent Title: Method for restoring images and video using self-supervised learning
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Application No.: US17105135Application Date: 2020-11-25
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Publication No.: US11461881B2Publication Date: 2022-10-04
- Inventor: Shibin Parameswaran , Martin Thomas Jaszewski
- Applicant: United States Government as represented by the Secretary of the Navy
- Applicant Address: US CA San Diego
- Assignee: United States Government as represented by the Secretary of the Navy
- Current Assignee: United States Government as represented by the Secretary of the Navy
- Current Assignee Address: US CA San Diego
- Agency: Naval Information Warfare Center Pacific
- Agent Kyle Eppele; J. Eric Anderson
- Main IPC: G06T5/50
- IPC: G06T5/50

Abstract:
A method for processing images comprising: capturing a plurality of degraded images of a first real-world environment with a first sensor; processing each degraded image with a first, untrained convolutional neural network, via a Deep Image Prior approach, to obtain a plurality of clean images, wherein each clean image corresponds to a degraded image; pairing each clean image with its corresponding degraded image to create a plurality of degraded/clean image pairs; training, via a supervised learning approach, a machine learning model to learn a function for converting degraded images into restored images based on the plurality of degraded/clean image pairs; capturing a second plurality of degraded images of a second real-world environment; and using the trained machine learning model to convert the second plurality of degraded images into restored images based on the learned function.
Public/Granted literature
- US20220164933A1 METHOD FOR RESTORING IMAGES AND VIDEO USING SELF-SUPERVISED LEARNING Public/Granted day:2022-05-26
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