Super Resolution on Compressed Image Sequences for Embedded Devices
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Solution Overview
Problem
Embedded devices, such as mobile phones and cameras, face processor and memory limitations that prevent the real-time application of super resolution techniques to produce higher resolution images due to the large size of raw, uncompressed images, leading to offline processing and inability to display high-resolution images on lower resolution screens.
Innovation Solution
Implementing a method to perform super resolution on compressed image sequences using video compression techniques, specifically employing lossless or near-lossless video compression and motion vector estimation to generate higher resolution images directly on embedded devices without fully decoding lower resolution images.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If super resolution technique is applied to raw uncompressed images, then higher resolution images can be generated, but memory and processor resources are excessively consumed
Solution Approach 1:
The patent applies video compression to the image sequence before performing super resolution processing. By pre-compressing the images using motion estimation and compensation, the patent reduces the amount of data that needs to be processed, thereby decreasing memory and processor resource consumption while still enabling super resolution to generate higher resolution images
2Measurement precision
If super resolution technique is applied to raw uncompressed images, then higher resolution images can be generated, but processor resources are excessively consumed
Solution Approach 1:
The patent applies video compression to the image sequence before performing super resolution processing. By pre-compressing the images using motion estimation and compensation, the patent reduces the amount of data that needs to be processed, thereby decreasing processor resource consumption while still enabling super resolution to generate higher resolution images
3Measurement precision
If images are saved offline for super resolution processing, then super resolution can be performed, but real-time high resolution display is not possible
Solution Approach 1:
The patent applies video compression to the image sequence before performing super resolution processing. By pre-compressing the images using motion estimation and compensation, the patent reduces the amount of data that needs to be processed, thereby decreasing processing time and enabling real-time super resolution processing and display
Data Source
AI summary
A method and apparatus to providing higher resolution images on an embedded device by performing a super resolution technique on a compressed image sequence and one or more motion vectors are described. In one example, the method includes compressing an image sequence using a video compression technique, wherein the image sequence comprises a plurality of lower resolution images and applying a super resolution technique to the compressed image sequence to generate a higher resolution image.


