Introducing a Two Dimensional Measure for Watermarking Capacity in Images
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Co-occurrence Matrixes for the Quality Assessment of Coded Images
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Joint Coding of Multiple H.264 Video Programs
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Color in image and video processing: most recent trends and future research directions
Journal on Image and Video Processing - Color in Image and Video Processing
An Image Quality Metric Based on a Colour Appearance Model
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Perceivable artifacts in compressed video and their relation to video quality
Image Communication
A Hybrid Image Quality Measure for Automatic Image Quality Assessment
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Framework for Applying Full Reference Digital Image Quality Measures to Printed Images
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
General Adaptive Neighborhood Choquet Image Filtering
Journal of Mathematical Imaging and Vision
Image Quality Assessment Based on Multi-scale Geometric Analysis
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Quality assessment of fractalized NPR textures: a perceptual objective metric
Proceedings of the 6th Symposium on Applied Perception in Graphics and Visualization
Image quality assessment based on multiscale geometric analysis
IEEE Transactions on Image Processing
Hybrid Neural Systems for Reduced-Reference Image Quality Assessment
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Influence of the Smooth Region on the Structural Similarity Index
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Quality assessment of digital television picture based on local feature matching
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Motion tuned spatio-temporal quality assessment of natural videos
IEEE Transactions on Image Processing
No-reference image quality assessment in contourlet domain
Neurocomputing
Detecting visually similar Web pages: Application to phishing detection
ACM Transactions on Internet Technology (TOIT)
IEEE Transactions on Image Processing
International Journal of Computer Vision
No-reference quality assessment of JPEG images by using CBP neural networks
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Image quality assessment based on energy of structural distortion
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
A mean-edge structural similarity for image quality assessment
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Objective video quality assessment for tracking moving objects from video sequences
ISPRA'10 Proceedings of the 9th WSEAS international conference on Signal processing, robotics and automation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Comparison of HDTV formats using objective video quality measures
Multimedia Tools and Applications
Study of subjective and objective quality assessment of video
IEEE Transactions on Image Processing
Estimating watermarking capacity in gray scale images based on image complexity
EURASIP Journal on Advances in Signal Processing
Content-partitioned structural similarity index for image quality assessment
Image Communication
Modelling of spatio-temporal interaction for video quality assessment
Image Communication
Image quality assessment based on the contourlet transform
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 1
Image quality assessment by discrete orthogonal moments
Pattern Recognition
Wavelet-based directional structural distortion model for image quality assessment
Pattern Recognition and Image Analysis
Color VQ-based image compression by manifold learning
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
A blind reference-free blockiness measure
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Proceedings of the 48th Annual Southeast Regional Conference
Automatic parameter selection for denoising algorithms using a no-reference measure of image content
IEEE Transactions on Image Processing
Structural similarity image quality reliability
Signal Processing
Kurtosis-based no-reference quality assessment of JPEG2000 images
Image Communication
Automatic prediction of perceptual quality of multimedia signals--a survey
Multimedia Tools and Applications
Visual quality assessment algorithms: what does the future hold?
Multimedia Tools and Applications
Using visual metrics to selecting ICA basis for image compression: a comparative study
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Missing texture reconstruction method based on perceptually optimized algorithm
EURASIP Journal on Advances in Signal Processing
Visibility-aware direct volume rendering
Journal of Computer Science and Technology
No-reference image quality assessment using structural activity
Signal Processing
Self-similarity measure for assessment of image visual quality
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Edge-directed image interpolation using color gradient information
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Sparse correlation coefficient for objective image quality assessment
Image Communication
Fast structural similarity index algorithm
Journal of Real-Time Image Processing
Content-based image quality metric using similarity measure of moment vectors
Pattern Recognition
Machine learning to design full-reference image quality assessment algorithm
Image Communication
Full-Reference Image Quality Metrics: Classification and Evaluation
Foundations and Trends® in Computer Graphics and Vision
Objective and subjective quality assessment between JPEG XR with overlap and JPEG 2000
Journal of Visual Communication and Image Representation
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
A mixture of experts approach to multi-strategy image quality assessment
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
New measurements reveal weaknesses of image quality metrics in evaluating graphics artifacts
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Image quality assessment based on edge preservation
Image Communication
Variable bit rate GPU texture decompression
EGSR'11 Proceedings of the Twenty-second Eurographics conference on Rendering
Comparison of Four Subjective Methods for Image Quality Assessment
Computer Graphics Forum
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
On the choice of the parameters for anisotropic diffusion in image processing
Pattern Recognition
SmartDCap: semi-automatic capture of higher quality document images from a smartphone
Proceedings of the 2013 international conference on Intelligent user interfaces
An image quality assessment algorithm based on feature selection
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Evaluation of detection methods in an image edge error measure
Proceedings of the 6th International Conference on Computer Vision / Computer Graphics Collaboration Techniques and Applications
Region of interest signalling for encrypted JPEG images
Proceedings of the first ACM workshop on Information hiding and multimedia security
No-reference blur image quality measure based on multiplicative multiresolution decomposition
Journal of Visual Communication and Image Representation
Full-reference quality assessment of stereopairs accounting for rivalry
Image Communication
SAGE: self-tuning approximation for graphics engines
Proceedings of the 46th Annual IEEE/ACM International Symposium on Microarchitecture
Paraprox: pattern-based approximation for data parallel applications
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
MLSIM: A Multi-Level Similarity index for image quality assessment
Image Communication
Perceptually optimized blind repair of natural images
Image Communication
Evaluation of Region-of-Interest coders using perceptual image quality assessments
Journal of Visual Communication and Image Representation
Special Section on Advanced Displays: Display adaptive 3D content remapping
Computers and Graphics
Calculation of average coding efficiency based on subjective quality scores
Journal of Visual Communication and Image Representation
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Measurement of visual quality is of fundamental importance for numerous image and video processing applications, where the goal of quality assessment (QA) algorithms is to automatically assess the quality of images or videos in agreement with human quality judgments. Over the years, many researchers have taken different approaches to the problem and have contributed significant research in this area and claim to have made progress in their respective domains. It is important to evaluate the performance of these algorithms in a comparative setting and analyze the strengths and weaknesses of these methods. In this paper, we present results of an extensive subjective quality assessment study in which a total of 779 distorted images were evaluated by about two dozen human subjects. The "ground truth" image quality data obtained from about 25 000 individual human quality judgments is used to evaluate the performance of several prominent full-reference image quality assessment algorithms. To the best of our knowledge, apart from video quality studies conducted by the Video Quality Experts Group, the study presented in this paper is the largest subjective image quality study in the literature in terms of number of images, distortion types, and number of human judgments per image. Moreover, we have made the data from the study freely available to the research community . This would allow other researchers to easily report comparative results in the future