The cortex transform: rapid computation of simulated neural images
Computer Vision, Graphics, and Image Processing
The visible differences predictor: an algorithm for the assessment of image fidelity
Digital images and human vision
What's wrong with mean-squared error?
Digital images and human vision
Local Scale Control for Edge Detection and Blur Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Model of Saliency-Based Visual Attention for Rapid Scene Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Perceptual quality metrics applied to still image compression
Signal Processing - Special issue on image and video quality metrics
Color image fidelity metrics evaluated using image distortion maps
Signal Processing - Special issue on image and video quality metrics
A survey of hybrid MC/DPCM/DCT video coding distortions
Signal Processing - Special issue on image and video quality metrics
A perceptually based physical error metric for realistic image synthesis
Proceedings of the 26th annual conference on Computer graphics and interactive techniques
Algorithms for Image Processing and Computer Vision
Algorithms for Image Processing and Computer Vision
Guest Editors' Introduction: Applied Perception
IEEE Computer Graphics and Applications
Elements of Early Vision for Computer Graphics
IEEE Computer Graphics and Applications
Detail to attention: exploiting visual tasks for selective rendering
EGRW '03 Proceedings of the 14th Eurographics workshop on Rendering
A New Approach for the Prediction of End-to-End Performance of Multimedia Streams
QEST '04 Proceedings of the The Quantitative Evaluation of Systems, First International Conference
Optimized mesh and texture multiplexing for progressive textured model transmission
Proceedings of the 12th annual ACM international conference on Multimedia
FQM: a fast quality measure for efficient transmission of textured 3D models
Proceedings of the 12th annual ACM international conference on Multimedia
Improved estimation for just-noticeable visual distortion
Signal Processing
No-reference JPEG-2000 image quality metric
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Digital Video Image Quality and Perceptual Coding (Signal Processing and Communications)
Digital Video Image Quality and Perceptual Coding (Signal Processing and Communications)
Standard Codecs: Image Compression to Advanced Video Coding
Standard Codecs: Image Compression to Advanced Video Coding
The future of computer graphics: an enabling technology?
ACM SIGGRAPH 2002 conference abstracts and applications
Visual equivalence: towards a new standard for image fidelity
ACM SIGGRAPH 2007 papers
No-reference noticeable blockiness estimation in images
Image Communication
Real-Time Tracking of Visually Attended Objects in Virtual Environments and Its Application to LOD
IEEE Transactions on Visualization and Computer Graphics
Blind blur assessment for vision-based applications
Journal of Visual Communication and Image Representation
SSIAI '08 Proceedings of the 2008 IEEE Southwest Symposium on Image Analysis and Interpretation
Multimedia content analysis: model-based approaches vs. data-driven approaches
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A no-reference objective image sharpness metric based on the notion of just noticeable blur (JNB)
IEEE Transactions on Image Processing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Do video coding impairments disturb the visual attention deployment?
Image Communication
A generic framework of user attention model and its application in video summarization
IEEE Transactions on Multimedia
Perceptually Optimized 3-D Transmission Over Wireless Networks
IEEE Transactions on Multimedia
Perceptual Temporal Quality Metric for Compressed Video
IEEE Transactions on Multimedia
Review of Low Frame Rate Effects on Human Performance
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
The effects of a visual fidelity criterion of the encoding of images
IEEE Transactions on Information Theory
Shiftable multiscale transforms
IEEE Transactions on Information Theory - Part 2
Visibility of wavelet quantization noise
IEEE Transactions on Image Processing
A wavelet visible difference predictor
IEEE Transactions on Image Processing
Joint source/FEC rate selection for quality-optimal MPEG-2 video delivery
IEEE Transactions on Image Processing
Adaptive image coding with perceptual distortion control
IEEE Transactions on Image Processing
Foveation scalable video coding with automatic fixation selection
IEEE Transactions on Image Processing
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing
An information fidelity criterion for image quality assessment using natural scene statistics
IEEE Transactions on Image Processing
An SVD-based grayscale image quality measure for local and global assessment
IEEE Transactions on Image Processing
Image information and visual quality
IEEE Transactions on Image Processing
VSNR: A Wavelet-Based Visual Signal-to-Noise Ratio for Natural Images
IEEE Transactions on Image Processing
A distortion measure for blocking artifacts in images based on human visual sensitivity
IEEE Transactions on Image Processing
A perceptually tuned subband image coder based on the measure of just-noticeable-distortion profile
IEEE Transactions on Circuits and Systems for Video Technology
A perceptually optimized 3-D subband codec for video communication over wireless channels
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
A multi-metric objective picture-quality measurement model for MPEG video
IEEE Transactions on Circuits and Systems for Video Technology
A study of real-time packet video quality using random neural networks
IEEE Transactions on Circuits and Systems for Video Technology
A survey of perceptual evaluations and requirements of three-dimensional TV
IEEE Transactions on Circuits and Systems for Video Technology
Visual distortion assessment with emphasis on spatially transitional regions
IEEE Transactions on Circuits and Systems for Video Technology
Motion-compensated residue preprocessing in video coding based on just-noticeable-distortion profile
IEEE Transactions on Circuits and Systems for Video Technology
Visual distortion gauge based on discrimination of noticeable contrast changes
IEEE Transactions on Circuits and Systems for Video Technology
A scalable wavelet-based video distortion metric and applications
IEEE Transactions on Circuits and Systems for Video Technology
Estimating Just-Noticeable Distortion for Video
IEEE Transactions on Circuits and Systems for Video Technology
Home Video Visual Quality Assessment With Spatiotemporal Factors
IEEE Transactions on Circuits and Systems for Video Technology
A Survey of 3DTV Displays: Techniques and Technologies
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
Short Communication: A pixel-wise directional intra prediction method
Journal of Visual Communication and Image Representation
Spatial pooling for measuring color printing quality attributes
Journal of Visual Communication and Image Representation
Perceptually Linear Parameter Variations
Computer Graphics Forum
Self-similarity based structural regularity for just noticeable difference estimation
Journal of Visual Communication and Image Representation
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section of best papers of ACM multimedia 2011, and special section on 3D mobile multimedia
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
Image quality assessment based on distortion-aware decision fusion
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
New measurements reveal weaknesses of image quality metrics in evaluating graphics artifacts
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
A hybrid system for distortion classification and image quality evaluation
Image Communication
Image quality assessment based on improved structural SIMilarity
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Visual saliency and distortion weighting based video quality assessment
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
An attention emphasized bit arrangement in 3-D SPIHT video coding for human vision
Journal of Visual Communication and Image Representation
A two-stage quality measure for mobile phone captured 2D barcode images
Pattern Recognition
Saliency detection using joint spatial-color constraint and multi-scale segmentation
Journal of Visual Communication and Image Representation
Robust evaluation for quality of experience in crowdsourcing
Proceedings of the 21st ACM international conference on Multimedia
Image quality assessment for the visually impaired
UAHCI'13 Proceedings of the 7th international conference on Universal Access in Human-Computer Interaction: user and context diversity - Volume 2
Hybrid fractal image coding with quadtree-based progressive structure
Journal of Visual Communication and Image Representation
International Journal of Communication Networks and Distributed Systems
SWVFS: a saliency weighted visual feature similarity metric for image quality assessment
Frontiers of Computer Science: Selected Publications from Chinese Universities
An autonomous QoE-driven network management framework
Journal of Visual Communication and Image Representation
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Visual quality evaluation has numerous uses in practice, and also plays a central role in shaping many visual processing algorithms and systems, as well as their implementation, optimization and testing. In this paper, we give a systematic, comprehensive and up-to-date review of perceptual visual quality metrics (PVQMs) to predict picture quality according to human perception. Several frequently used computational modules (building blocks of PVQMs) are discussed. These include signal decomposition, just-noticeable distortion, visual attention, and common feature and artifact detection. Afterwards, different types of existing PVQMs are presented, and further discussion is given toward feature pooling, viewing condition, computer-generated signal and visual attention. Six often-used image metrics(namely SSIM, VSNR, IFC, VIF, MSVD and PSNR) are also compared with seven public image databases (totally 3832 test images). We highlight the most significant research work for each topic and provide the links to the extensive relevant literature.