Image super-resolution method based on densely linked neural network, storage medium and terminal
A neural network and super-resolution technology, applied in the field of medical image and satellite image processing, can solve problems such as complex network speed, achieve good image super-resolution effect, avoid repeated extraction, and improve the effect.
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Method used
Image
Examples
Example Embodiment
[0048] Example 1
[0049] The image super-resolution method based on the densely linked neural network provided in this embodiment has important application value in the fields of surveillance equipment, satellite images, and medical images. This method is used to reconstruct the corresponding high-resolution image from the observed low-resolution image. It is a reconstruction method based on a single low-resolution image and solves the problem of complicated and slow speed in the prior art network.
[0050] Such as figure 1 As shown, the method includes the following steps:
[0051] A: Image preprocessing. In this embodiment, a picture data set is required as the training set of the network. Through this step, the size of the read input image is 28x28, and the generated high-resolution image corresponding to twice the size is 56x56. Specifically, this step mainly includes:
[0052] A1: Randomly cut the training image to get the corresponding high-resolution image Label.
[0053] Bec...
Example Embodiment
[0114] Example 2
[0115] Based on the implementation of embodiment 1, this embodiment also provides a storage medium on which computer instructions are stored, and when the computer instructions are executed, the image super-resolution method based on densely linked neural network described in embodiment 1 is executed. step.
[0116] Based on this understanding, the technical solution of this embodiment essentially or the part that contributes to the existing technology or the part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, A number of instructions are included to enable a computer device (which may be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage media include: U disk, mobile hard disk, read-only memory (Read-Only Memory, ROM), random acces...
Example Embodiment
[0117] Example 3
[0118] Based on the implementation of embodiment 1, this embodiment also provides a terminal, including a memory and a processor, the memory stores computer instructions that can run on the processor, and when the processor runs the computer instructions Perform the steps of the image super-resolution method based on dense link neural network described in embodiment 1.
[0119] The functional units in the embodiments provided by the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit.
PUM
Abstract
Description
Claims
Application Information
- R&D Engineer
- R&D Manager
- IP Professional
- Industry Leading Data Capabilities
- Powerful AI technology
- Patent DNA Extraction
Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.
© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap