دانلود کتاب Super Resolution of Images and Video (Synthesis Lectures on Image, Video, and Multimedia Processing)

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Upsampling procedure......Page 0
What is super resolution of images and video?......Page 17
Why and when is super resolution possible?......Page 20
Applications......Page 24
Book outline......Page 27
Notation......Page 29
Bayesian modeling......Page 31
Bayesian inference......Page 32
Hierarchical Bayesian Modeling and Inference......Page 33
Image Formation Models for Uncompressed Observations......Page 35
The Warp--Blur Model......Page 39
The Blur--Warp Model......Page 41
Image Formation Models for Compressed Observations......Page 43
Limits on super resolution......Page 49
Motion Estimation from Uncompressed Observations......Page 55
Motion Estimation from Compressed Observations......Page 61
How to Detect Unreliable Motion Estimates......Page 65
Consistency of Motion Estimates for super resolution......Page 67
Some Open Issues in Motion Estimation for super resolution......Page 71
Estimation of High-Resolution Images......Page 73
High-resolution image estimation from uncompressed sequences......Page 74
High-Resolution image estimation from compressed sequences......Page 87
Some open issues in image estimation for super resolution......Page 91
Bayesian Inference Models in Super Resolution......Page 93
Hierarchical Bayesian Framework for Super Resolution......Page 94
Inference models for super-resolution reconstruction problems......Page 95
Some Open Issues in super resolution Bayesian Inference......Page 105
Pre- and Post-Processing of Video Sequences......Page 108
Including super resolution into the Compression Scheme......Page 110
Region-Based Super Resolution for Compression......Page 114
Motion and texture segmentation......Page 116
Downsampling process......Page 119
Upsampling procedure......Page 121