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APPARATUS AND METHOD FOR SUPER-RESOLUTION BASED ON ERROR MODEL OF SINGLE IMAGE

机译:基于单图像误差模型的超分辨率装置和方法

摘要

PURPOSE: A super-resolution image restoration apparatus based on an error model of a single image and a method thereof are provided to quickly realize super-resolution with a simple configuration by generating the error model and additionally utilizing parameters in a spatial domain. CONSTITUTION: An error computation unit (110) generates an error model by calculating errors between an input image and pixels of a low resolution image which is downsampled from the input image. A sign change computation unit (120) calculates the number of sign changes between pixels which are included in a given size mask applied around each pixel of the input image. A gradient computation unit (130) generates a gradient map which comprises gradients between each pixel of the input image and an adjacent pixel. An image improvement unit (140) applies the error model, the number of sign changes and the gradient map to a high resolution image which is upsampled from the input image. [Reference numerals] (110) Error computation unit; (120) Sign change computation unit; (130) Gradient computation unit; (140) Image improvement unit
机译:目的:提供一种基于单个图像的误差模型的超分辨率图像恢复装置及其方法,以通过生成误差模型并另外利用空间域中的参数,以简单的配置快速实现超分辨率。构成:误差计算单元(110)通过计算输入图像与从输入图像降采样的低分辨率图像的像素之间的误差来生成误差模型。符号改变计算单元(120)计算在输入图像的每个像素周围施加的给定尺寸的掩模中包括的像素之间的符号改变的次数。梯度计算单元(130)生成包括在输入图像的每个像素和相邻像素之间的梯度的梯度图。图像改善单元(140)将误差模型,符号改变的数量和梯度图应用于从输入图像上采样的高分辨率图像。 [附图标记](110)误差计算单元; (120)符号变化计算单元; (130)梯度计算单元; (140)图像改善单元

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