Explicit Diffusion of Gaussian Mixture Model Based Image Priors

Martin Zach; Thomas Pock; Erich Kobler; Antonin Chambolle

doi:10.1007/978-3-031-31975-4_1

Explicit Diffusion of Gaussian Mixture Model Based Image Priors

Martin Zach^*, Thomas Pock, Erich Kobler, Antonin Chambolle

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

Original language	English
Title of host publication	Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings
Editors	Luca Calatroni, Marco Donatelli, Serena Morigi, Marco Prato, Matteo Santacesaria
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	3-15
Number of pages	13
ISBN (Print)	9783031319747
DOIs	https://doi.org/10.1007/978-3-031-31975-4_1
Publication status	Published - 10 May 2023
Externally published	Yes
Event	9th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2023 - Santa Margherita di Pula, Italy Duration: 21 May 2023 → 25 May 2023

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	14009 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	9th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2023
Country/Territory	Italy
City	Santa Margherita di Pula
Period	21.05.2023 → 25.05.2023

Fields of science

102037 Visualisation

Access to Document

10.1007/978-3-031-31975-4_1

Cite this

Zach, M., Pock, T., Kobler, E., & Chambolle, A. (2023). Explicit Diffusion of Gaussian Mixture Model Based Image Priors. In L. Calatroni, M. Donatelli, S. Morigi, M. Prato, & M. Santacesaria (Eds.), Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings (pp. 3-15). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14009 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-31975-4_1

Zach, Martin ; Pock, Thomas ; Kobler, Erich et al. / Explicit Diffusion of Gaussian Mixture Model Based Image Priors. Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings. editor / Luca Calatroni ; Marco Donatelli ; Serena Morigi ; Marco Prato ; Matteo Santacesaria. Springer Science and Business Media Deutschland GmbH, 2023. pp. 3-15 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{1d024352f7624476825eb01f90a62cb3,

title = "Explicit Diffusion of Gaussian Mixture Model Based Image Priors",

keywords = "Blind Denoising, Diffusion Models, Empirical Bayes, Gaussian Mixture",

author = "Martin Zach and Thomas Pock and Erich Kobler and Antonin Chambolle",

note = "Publisher Copyright: {\textcopyright} 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.; 9th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2023 ; Conference date: 21-05-2023 Through 25-05-2023",

year = "2023",

month = may,

day = "10",

doi = "10.1007/978-3-031-31975-4\_1",

language = "English",

isbn = "9783031319747",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "3--15",

editor = "Luca Calatroni and Marco Donatelli and Serena Morigi and Marco Prato and Matteo Santacesaria",

booktitle = "Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings",

}

Zach, M, Pock, T, Kobler, E & Chambolle, A 2023, Explicit Diffusion of Gaussian Mixture Model Based Image Priors. in L Calatroni, M Donatelli, S Morigi, M Prato & M Santacesaria (eds), Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 14009 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 3-15, 9th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2023, Santa Margherita di Pula, Italy, 21.05.2023. https://doi.org/10.1007/978-3-031-31975-4_1

Explicit Diffusion of Gaussian Mixture Model Based Image Priors. / Zach, Martin; Pock, Thomas; Kobler, Erich et al.
Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings. ed. / Luca Calatroni; Marco Donatelli; Serena Morigi; Marco Prato; Matteo Santacesaria. Springer Science and Business Media Deutschland GmbH, 2023. p. 3-15 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14009 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

TY - GEN

T1 - Explicit Diffusion of Gaussian Mixture Model Based Image Priors

AU - Zach, Martin

AU - Pock, Thomas

AU - Kobler, Erich

AU - Chambolle, Antonin

PY - 2023/5/10

Y1 - 2023/5/10

KW - Blind Denoising

KW - Diffusion Models

KW - Empirical Bayes

KW - Gaussian Mixture

UR - https://www.scopus.com/pages/publications/85161183670

U2 - 10.1007/978-3-031-31975-4_1

DO - 10.1007/978-3-031-31975-4_1

M3 - Conference proceedings

AN - SCOPUS:85161183670

SN - 9783031319747

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 3

EP - 15

BT - Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings

A2 - Calatroni, Luca

A2 - Donatelli, Marco

A2 - Morigi, Serena

A2 - Prato, Marco

A2 - Santacesaria, Matteo

PB - Springer Science and Business Media Deutschland GmbH

T2 - 9th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2023

Y2 - 21 May 2023 through 25 May 2023

ER -

Zach M, Pock T, Kobler E, Chambolle A. Explicit Diffusion of Gaussian Mixture Model Based Image Priors. In Calatroni L, Donatelli M, Morigi S, Prato M, Santacesaria M, editors, Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings. Springer Science and Business Media Deutschland GmbH. 2023. p. 3-15. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-31975-4_1

Explicit Diffusion of Gaussian Mixture Model Based Image Priors

Publication series

Conference

Fields of science

Access to Document

Other files and links

Cite this