What's wrong with mean-squared error?
Digital images and human vision
Perceptual quality metrics applied to still image compression
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
Digital Pictures: Representation and Compression
Digital Pictures: Representation and Compression
Perceptually-driven decision theory for interactive realistic rendering
ACM Transactions on Graphics (TOG)
Improved estimation for just-noticeable visual distortion
Signal Processing
A locally adaptive perceptual masking threshold model for image coding
ICASSP '96 Proceedings of the Acoustics, Speech, and Signal Processing, 1996. on Conference Proceedings., 1996 IEEE International Conference - Volume 04
Visibility of wavelet quantization noise
IEEE Transactions on Image Processing
Adaptive image coding with perceptual distortion control
IEEE Transactions on Image Processing
Spatial noise shaping based on human visual sensitivity and its application to image coding
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
IEEE Transactions on Circuits and Systems for Video Technology
Rate control for videophone using local perceptual cues
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
Adaptive Block-Size Transform Based Just-Noticeable Difference Profile for Images
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Human visual system for complexity reduction of image and video restoration
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Perceptual watermarking using a new Just-Noticeable-Difference model
Image Communication
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Perceptual visibility threshold estimation, based upon characteristics of the human visual system (HVS), is widely used in digital image and video processing. We propose in this paper a scheme for estimating JND (just-noticeable difference) with explicit formulation for image pixels, by summing the effects of the visual thresholds in sub-bands. The factors being considered include spatial contrast sensitivity function (CSF), luminance adaptation, and adaptive inter- and intra-band contrast masking. The proposed scheme demonstrates favorable results in noise shaping and perceptual visual distortion gauge for different images, in comparison with the relevant existing JND estimators.