Thesis etd-07242017-173219 |
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Thesis type
Elaborati finali per laurea triennale
Author
ANTONUCCI, CLARA
URN
etd-07242017-173219
Thesis title
A discrete variational approximation of the Mumford-Shah functional in dimension one
Department
MATEMATICA
Course of study
MATEMATICA
Supervisors
relatore Prof. Gobbino, Massimo
Keywords
- metric slope
- discrete approximations
- gamma-convergence
- Mumford-Shah functional
Graduation session start date
14/07/2017
Availability
Full
Summary
In this thesis we consider the one dimensional version of the functional introduced by D. Mumford and J. Shah (CPAM 1989) in the context of vision theory.
We present a discrete variational approximation of the Mumford-Shah functional introduced by A. Chambolle (SIAM 1995) that is related to the weak membrane model (A. Blake and A. Zissermann, 1987), also known as softening effect.
The approximating functionals F_n are the discrete version of the norm of the derivative truncated at level n.
In the first part of the thesis we prove
• the Gamma-convergence of the approximating functionals F_n to MS (the proof we
provide is different from the original one),
• a property of equicoerciveness which yields the convergence of minima and minimizers.
In the second part we recall the definition of descending metric slope and then
• we relate the Gamma-limit of the slopes to the slope of the Gamma-limit in a general metric setting,
• we compute the slope of MS and of a suitable regularization of F_n,
• we show that the Gamma-limit (over sequences with bounded energy) of the slopes of F_n is the slope of MS.
We present a discrete variational approximation of the Mumford-Shah functional introduced by A. Chambolle (SIAM 1995) that is related to the weak membrane model (A. Blake and A. Zissermann, 1987), also known as softening effect.
The approximating functionals F_n are the discrete version of the norm of the derivative truncated at level n.
In the first part of the thesis we prove
• the Gamma-convergence of the approximating functionals F_n to MS (the proof we
provide is different from the original one),
• a property of equicoerciveness which yields the convergence of minima and minimizers.
In the second part we recall the definition of descending metric slope and then
• we relate the Gamma-limit of the slopes to the slope of the Gamma-limit in a general metric setting,
• we compute the slope of MS and of a suitable regularization of F_n,
• we show that the Gamma-limit (over sequences with bounded energy) of the slopes of F_n is the slope of MS.
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