Seven challenges in image quality assessment: past, present, and future research

DM Chandler - International Scholarly Research Notices, 2013 - Wiley Online Library
Image quality assessment (IQA) has been a topic of intense research over the last several
decades. With each year comes an increasing number of new IQA algorithms, extensions of …

Waterloo exploration database: New challenges for image quality assessment models

K Ma, Z Duanmu, Q Wu, Z Wang… - … on Image Processing, 2016 - ieeexplore.ieee.org
The great content diversity of real-world digital images poses a grand challenge to image
quality assessment (IQA) models, which are traditionally designed and validated on a …

Reduced reference image and video quality assessments: review of methods

S Dost, F Saud, M Shabbir, MG Khan, M Shahid… - EURASIP Journal on …, 2022 - Springer
With the growing demand for image and video-based applications, the requirements of
consistent quality assessment metrics of image and video have increased. Different …

Optimizing multistage discriminative dictionaries for blind image quality assessment

Q Jiang, F Shao, W Lin, K Gu, G Jiang… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
State-of-the-art algorithms for blind image quality assessment (BIQA) typically have two
categories. The first category approaches extract natural scene statistics (NSS) as features …

Analysis of public image and video databases for quality assessment

S Winkler - IEEE Journal of Selected Topics in Signal …, 2012 - ieeexplore.ieee.org
Databases of images or videos annotated with subjective ratings constitute essential ground
truth for training, testing, and benchmarking algorithms for objective quality assessment …

RRED indices: Reduced reference entropic differencing for image quality assessment

R Soundararajan, AC Bovik - IEEE Transactions on Image …, 2011 - ieeexplore.ieee.org
We study the problem of automatic “reduced-reference” image quality assessment (QA)
algorithms from the point of view of image information change. Such changes are measured …

A comprehensive evaluation of full reference image quality assessment algorithms

L Zhang, L Zhang, X Mou… - 2012 19th IEEE …, 2012 - ieeexplore.ieee.org
Recent years have witnessed a growing interest in developing objective image quality
assessment (IQA) algorithms that can measure the image quality consistently with subjective …

Image complexity and spatial information

H Yu, S Winkler - 2013 Fifth International Workshop on Quality …, 2013 - ieeexplore.ieee.org
The complexity of an image tells many aspects of the image content and is an important
factor in the selection of source material for testing various image processing methods. We …

SVD-based quality metric for image and video using machine learning

M Narwaria, W Lin - IEEE Transactions on Systems, Man, and …, 2011 - ieeexplore.ieee.org
We study the use of machine learning for visual quality evaluation with comprehensive
singular value decomposition (SVD)-based visual features. In this paper, the two-stage …

Full-reference image quality metrics: Classification and evaluation

M Pedersen, JY Hardeberg - Foundations and Trends® in …, 2012 - nowpublishers.com
The wide variety of distortions that images are subject to during acquisition, processing,
storage, and reproduction can degrade their perceived quality. Since subjective evaluation …