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Enhancing image compression through a novel Structural Fidelity Weighted Ensemble (SFWE) model. [PDF]
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Image Quality Metrics: PSNR vs. SSIM
2010 20th International Conference on Pattern Recognition, 2010In this paper, we analyse two well-known objective image quality metrics, the peak-signal-to-noise ratio (PSNR) as well as the structural similarity index measure (SSIM), and we derive a simple mathematical relationship between them which works for various kinds of image degradations such as Gaussian blur, additive Gaussian white noise, jpeg and ...
Alain Hore, Djemel Ziou
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SSIM-NET: Real-Time PCB Defect Detection Based on SSIM and MobileNet-V3
2019 2nd World Conference on Mechanical Engineering and Intelligent Manufacturing (WCMEIM), 2019Defect detection is an indispensable part of the print circuit board (PCB) manufacturing process, which could identify problems in the previous manufacturing process to avoid the subsequent meaningless assembly work. However, previous works, e.g., traditional detection approaches fully based on machine learning, which are really too sensitive by some ...
Beixin Xia, Jianbin Cao, Chen Wang
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IEEE International Workshop on Multimedia Signal Processing, 2023
The aim of this paper is to show how the structural similarity metric SSIM for image quality assessment can be seen in many cases, such as DCT-based compressed images and video, as a content-aware version of the peak signal-to-noise ratio (PSNR). In fact,
Maria G. Martini
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The aim of this paper is to show how the structural similarity metric SSIM for image quality assessment can be seen in many cases, such as DCT-based compressed images and video, as a content-aware version of the peak signal-to-noise ratio (PSNR). In fact,
Maria G. Martini
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PT-SSIM: A Proactive, Trustworthy Self-Sovereign Identity Management System
IEEE Internet of Things Journal, 2023Digital identity management (DIM) systems have become challenging, especially, given the current progression in ubiquitous environments enclosing cooperative Internet of Things (IoT) devices, individuals, and organizations.
E. Fathalla +3 more
semanticscholar +1 more source
Another look at SSIM image quality metric
Image Quality and System Performance, 2023—We review the design of the SSIM quality metric and offer an alternative model of SSIM computation, utilizing subband decomposition and identical distance measures in each subband.
Y. Reznik
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Deep Autoencoders for Anomaly Detection in Textured Images Using CW-SSIM
International Conference on Image Analysis and Processing, 2022Detecting anomalous regions in images is a frequently encountered problem in industrial monitoring. A relevant example is the analysis of tissues and other products that in normal conditions conform to a specific texture, while defects introduce changes ...
Andrea Bionda +2 more
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CSI Fingerprinting for Device-Free Localization: Phase Calibration and SSIM-Based Augmentation
IEEE Wireless Communications Letters, 2022Fingerprint-based methods have become the mainstream for Device-Free Localization (DFL), and their performances depend heavily on the labeled dataset.
Wu Wei +4 more
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Joint Optimization for SSIM-Based CTU-Level Bit Allocation and Rate Distortion Optimization
IEEE transactions on broadcasting, 2021Structural similarity (SSIM)-based distortion $\text {D}_{\text {SSIM}}$ is more consistent with human perception than the traditional mean squared error $\text {D}_{\text {MSE}}$ . To achieve better video encoding quality, many studies on optimal bit
Yang Li, X. Mou
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SSIM Compliant Modeling Framework With Denoising and Deblurring Applications
IEEE Transactions on Image Processing, 2021In image processing, it is well known that mean square error criteria is perceptually inadequate. Consequently, image quality assessment (IQA) has emerged as a new branch to overcome this issue, and this has led to the discovery of one of the most ...
Rajesh Bhatt, Naren Naik, V. Subramanian
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