Statistical hypothesis testing as a novel perspective of pooling for image quality assessment
نویسندگان
چکیده
Image quality assessment is usually achieved by pooling local scores. However, commonly used strategies, based on simple sample statistics, are not always sensitive to distortions. In this short communication, we propose a novel perspective of pooling: reliable through statistical hypothesis testing, which enables effective detection subtle changes population parameters when the underlying distribution scores affected To illustrate significance perspective, design new strategy utilising one-sided one-sample t-test. The experiments benchmark databases show reliability testing-based pooling, compared with state-of-the-art strategies.
منابع مشابه
assessment of the effect of honey as a topical therapy for intra oral wound healing in rat.
چکیده ندارد.
15 صفحه اولDeviation Based Pooling Strategies For Full Reference Image Quality Assessment
The state-of-the-art pooling strategies for perceptual image quality assessment (IQA) are based on the mean and the weighted mean. They are robust pooling strategies which usually provide a moderate to high performance for different IQAs. Recently, standard deviation (SD) pooling was also proposed. Although, this deviation pooling provides a very high performance for a few IQAs, its performance...
متن کاملPerceptually significant spatial pooling techniques for image quality assessment
Spatial pooling strategies used in recent Image Quality Assessment (IQA) algorithms have generally been that of simply averaging the values of the obtained scores across the image. Given that certain regions in an image are perceptually more important than others, it is not unreasonable to suspect that gains can be achieved by using an appropriate pooling strategy. In this paper, we explore two...
متن کاملQuantitative Statistical Methods for Image Quality Assessment
Quantitative measures of image quality and reliability are critical for both qualitative interpretation and quantitative analysis of medical images. While, in theory, it is possible to analyze reconstructed images by means of Monte Carlo simulations using a large number of noise realizations, the associated computational burden makes this approach impractical. Additionally, this approach is les...
متن کاملHYPOTHESIS TESTING FOR AN EXCHANGEABLE NORMAL DISTRIBUTION
Consider an exchangeable normal vector with parameters ????2, and ?. On the basis of a vector observation some tests about these parameters are found and their properties are discussed. A simulation study for these tests and a few nonparametric tests are presented. Some advantages and disadvantages of these tests are discussed and a few applications are given.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Signal Processing-image Communication
سال: 2023
ISSN: ['1879-2677', '0923-5965']
DOI: https://doi.org/10.1016/j.image.2023.116942