Content awareness deep learning network-based remote sensing image super-resolution reconstruction method
A deep learning network and super-resolution reconstruction technology, applied in the field of image processing, can solve problems such as blurring of super-resolution results, reducing the naturalness and fidelity of reconstructed images, and underfitting, so as to improve application universality. , Overcome over-fitting and under-fitting, and improve the effect of accuracy
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[0015] In order to facilitate those of ordinary skill in the art to understand and implement the present invention, the present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the implementation examples described here are only used to illustrate and explain the present invention, and are not intended to limit this invention.
[0016] please see figure 1 A remote sensing image super-resolution reconstruction method based on a content-aware deep learning network provided by the present invention comprises the following steps:
[0017] Step 1: Collect high and low resolution remote sensing image samples, evenly divide the high resolution image into 128x128 image blocks, and evenly divide the low resolution image into 64x64 image blocks;
[0018] Step 2: Calculate the complexity of each image block, divide it into three categories according to the complexity: high, medium, and low, an...
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