Optimization Techniques in Computer Vision Ill-Posed Problems and Regularization /

• Main Authors: Abidi, Mongi A. (Author), Gribok, Andrei V. (Author), Paik, Joonki (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Series: Advances in Computer Vision and Pattern Recognition,
• Subjects: Computer science.; Algorithms.; Image processing.; Computer science > Mathematics.; Computer mathematics.; Computer Science.; Image Processing and Computer Vision.; Signal, Image and Speech Processing.; Algorithm Analysis and Problem Complexity.; Mathematical Applications in Computer Science.

This book presents practical optimization techniques used in image processing and computer vision problems. Ill-posed problems are introduced and used as examples to show how each type of problem is related to typical image processing and computer vision problems. Unconstrained optimization gives th...