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Most Influential CVPR 2003 Paper · 2026-03 edition

Vector-valued Image Regularization With PDE's: A Common Framework For Different Applications

D. Tschumperle and R. Deriche

Venue
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2003
Recognition
Most Influential CVPR 2003 Paper (Rank No. 11)
Edition
2026-03
Impact factor
7
Certificate ID
cb3e34a0667885c5

Abstract

We address the problem of vector-valued image regularization with variational methods and PDEs. From the study of existing formalisms, we propose a unifying framework based on a very local interpretation of the regularization processes. The resulting equations are then specialized into new regularization PDEs and corresponding numerical schemes that respect the local geometry of vector-valued images. They are finally applied on a wide variety of image processing problems, including color image restoration, in-painting, magnification and flow visualization.

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