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Hauptverfasser: Giga, Yoshikazu, Kubo, Ayato, Kuroda, Hirotoshi, Okamoto, Jun, Sakakibara, Koya
Format: Preprint
Veröffentlicht: 2024
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Online-Zugang:https://arxiv.org/abs/2408.04228
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author Giga, Yoshikazu
Kubo, Ayato
Kuroda, Hirotoshi
Okamoto, Jun
Sakakibara, Koya
author_facet Giga, Yoshikazu
Kubo, Ayato
Kuroda, Hirotoshi
Okamoto, Jun
Sakakibara, Koya
contents We consider a total variation type energy which measures the jump discontinuities different from usual total variation energy. Such a type of energy is obtained as a singular limit of the Kobayashi-Warren-Carter energy with minimization with respect to the order parameter. We consider the Rudin-Osher-Fatemi type energy by replacing relaxation term by this type of total variation energy. We show that all minimizers are piecewise constant if the data function in the fidelity term is continuous in one-dimensional setting. Moreover, the number of jumps is bounded by an explicit constant involving a constant related to the fidelity. This is quite different from conventional Rudin-Osher-Fatemi energy where a minimizer has no jumps if the data has no jumps. Our results give an upper bound of the number of segments in a segmentation problem. The existence of a minimizer is guaranteed in multi-dimensional setting when the data is bounded.
format Preprint
id arxiv_https___arxiv_org_abs_2408_04228
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle On segmentation by total variation type energies of Kobayashi-Warren-Carter type with fidelity
Giga, Yoshikazu
Kubo, Ayato
Kuroda, Hirotoshi
Okamoto, Jun
Sakakibara, Koya
Analysis of PDEs
Classical Analysis and ODEs
49AQ20, 74A50, 74N05
We consider a total variation type energy which measures the jump discontinuities different from usual total variation energy. Such a type of energy is obtained as a singular limit of the Kobayashi-Warren-Carter energy with minimization with respect to the order parameter. We consider the Rudin-Osher-Fatemi type energy by replacing relaxation term by this type of total variation energy. We show that all minimizers are piecewise constant if the data function in the fidelity term is continuous in one-dimensional setting. Moreover, the number of jumps is bounded by an explicit constant involving a constant related to the fidelity. This is quite different from conventional Rudin-Osher-Fatemi energy where a minimizer has no jumps if the data has no jumps. Our results give an upper bound of the number of segments in a segmentation problem. The existence of a minimizer is guaranteed in multi-dimensional setting when the data is bounded.
title On segmentation by total variation type energies of Kobayashi-Warren-Carter type with fidelity
topic Analysis of PDEs
Classical Analysis and ODEs
49AQ20, 74A50, 74N05
url https://arxiv.org/abs/2408.04228