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What is Peak Signal To Noise Ratio

Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments
PSNR quantifies the difference between the two variables x and y.
Published in Chapter:
Performance Analysis of VGG19 Deep Learning Network Based Brain Image Fusion
Vijayarajan Rajangam (Vellore Institute of Technology, Chennai, India), Sangeetha N. (Jerusalem College of Engineering, Chennai, India), Karthik R. (Centre for Cyber Physical Systems, Vellore Institute of Technology, Chennai, India), and Kethepalli Mallikarjuna (RGM College of Engineering and Technology, Nandyal, India)
DOI: 10.4018/978-1-7998-6690-9.ch008
Abstract
Multimodal imaging systems assist medical practitioners in cost-effective diagnostic methods in clinical pathologies. Multimodal imaging of the same organ or the region of interest reveals complementing anatomical and functional details. Multimodal image fusion algorithms integrate complementary image details into a composite image that reduces clinician's time for effective diagnosis. Deep learning networks have their role in feature extraction for the fusion of multimodal images. This chapter analyzes the performance of a pre-trained VGG19 deep learning network that extracts features from the base and detail layers of the source images for constructing a weight map to fuse the source image details. Maximum and averaging fusion rules are adopted for base layer fusion. The performance of the fusion algorithm for multimodal medical image fusion is analyzed by peak signal to noise ratio, structural similarity index, fusion factor, and figure of merit. Performance analysis of the fusion algorithms is also carried out for the source images with the presence of impulse and Gaussian noise.
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Watermarking Using Intelligent Methods: Survey
The term is defined as the ratio between the maximum possible power of a signal and the power of corrupting noise that affects the fidelity of its representation. The PSNR must be larger to have the better quality of image.
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