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Method of restoring and reconstructing super-resolution image from low-resolution compressed image

机译:从低分辨率压缩图像恢复和重建超分辨率图像的方法

摘要

Provided is a method of restoring and/or reconstructing a super-resolution image from low-resolution images compressed in a digital video recorder (DVR) environment. The present invention can remove a blur of a video sequence, caused by optical limitations due to a miniaturized camera of a digital video recorder monitoring system, a limitation of spatial resolution due to an insufficient number of pixels of a CCD/CMOS image sensor, and noises generated during image compression, transmission and storing processes, to restore high-frequency components of low-resolution images (for example, the face and appearance of a suspect or numbers of a number plate) to reconstruct a super-resolution image. Consequently, an interest part of a low-resolution image stored in the digital video recorder can be magnified to a high-resolution image later, and the effect of an expensive high-performance camera can be obtained from an inexpensive low-performance camera.
机译:提供了一种从在数字视频记录器(DVR)环境中压缩的低分辨率图像恢复和/或重建超分辨率图像的方法。本发明可以消除由于数字录像机监视系统的小型照相机所引起的光学限制,由于CCD / CMOS图像传感器的像素数不足所引起的空间分辨率限制所引起的视频序列的模糊。图像压缩,传输和存储过程中产生的噪声,以还原低分辨率图像的高频分量(例如,嫌疑犯的面部和外观或号码牌的号码),以重建超分辨率图像。因此,以后可以将存储在数字视频记录器中的低分辨率图像的感兴趣部分放大为高分辨率图像,并且可以从廉价的低性能相机获得昂贵的高性能相机的效果。

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