---
_id: '18406'
abstract:
- lang: eng
  text: Defining a suitable metric is one of the biggest challenges in deformable
    image fusion from different modalities. In this paper, we propose a novel approach
    for multi-modal metric learning in the deformable registration framework that
    consists of embedding data from both modalities into a common metric space whose
    metric is used to parametrize the similarity. Specifically, we use image representation
    in the Fourier/Gabor space which introduces invariance to the local pose parameters,
    and the Hamming metric as the target embedding space, which allows constructing
    the embedding using boosted learning algorithms. The resulting metric is incorporated
    into a discrete optimization framework. Very promising results demonstrate the
    potential of the proposed method.
article_number: '5872619'
article_processing_charge: No
author:
- first_name: Fabrice
  full_name: Michel, Fabrice
  last_name: Michel
- first_name: Michael
  full_name: Bronstein, Michael
  last_name: Bronstein
- first_name: Alexander
  full_name: Bronstein, Alexander
  id: 58f3726e-7cba-11ef-ad8b-e6e8cb3904e6
  last_name: Bronstein
  orcid: 0000-0001-9699-8730
- first_name: Nikos
  full_name: Paragios, Nikos
  last_name: Paragios
citation:
  ama: 'Michel F, Bronstein M, Bronstein AM, Paragios N. Boosted metric learning for
    3D multi-modal deformable registration. In: <i>2011 IEEE International Symposium
    on Biomedical Imaging: From Nano to Macro</i>. IEEE; 2011. doi:<a href="https://doi.org/10.1109/isbi.2011.5872619">10.1109/isbi.2011.5872619</a>'
  apa: 'Michel, F., Bronstein, M., Bronstein, A. M., &#38; Paragios, N. (2011). Boosted
    metric learning for 3D multi-modal deformable registration. In <i>2011 IEEE International
    Symposium on Biomedical Imaging: From Nano to Macro</i>.  Chicago, IL, United
    States: IEEE. <a href="https://doi.org/10.1109/isbi.2011.5872619">https://doi.org/10.1109/isbi.2011.5872619</a>'
  chicago: 'Michel, Fabrice, Michael Bronstein, Alex M. Bronstein, and Nikos Paragios.
    “Boosted Metric Learning for 3D Multi-Modal Deformable Registration.” In <i>2011
    IEEE International Symposium on Biomedical Imaging: From Nano to Macro</i>. IEEE,
    2011. <a href="https://doi.org/10.1109/isbi.2011.5872619">https://doi.org/10.1109/isbi.2011.5872619</a>.'
  ieee: 'F. Michel, M. Bronstein, A. M. Bronstein, and N. Paragios, “Boosted metric
    learning for 3D multi-modal deformable registration,” in <i>2011 IEEE International
    Symposium on Biomedical Imaging: From Nano to Macro</i>,  Chicago, IL, United
    States, 2011.'
  ista: 'Michel F, Bronstein M, Bronstein AM, Paragios N. 2011. Boosted metric learning
    for 3D multi-modal deformable registration. 2011 IEEE International Symposium
    on Biomedical Imaging: From Nano to Macro. 8th IEEE International Symposium on
    Biomedical Imaging: From Nano to Macro, 5872619.'
  mla: 'Michel, Fabrice, et al. “Boosted Metric Learning for 3D Multi-Modal Deformable
    Registration.” <i>2011 IEEE International Symposium on Biomedical Imaging: From
    Nano to Macro</i>, 5872619, IEEE, 2011, doi:<a href="https://doi.org/10.1109/isbi.2011.5872619">10.1109/isbi.2011.5872619</a>.'
  short: 'F. Michel, M. Bronstein, A.M. Bronstein, N. Paragios, in:, 2011 IEEE International
    Symposium on Biomedical Imaging: From Nano to Macro, IEEE, 2011.'
conference:
  end_date: 2011-04-02
  location: ' Chicago, IL, United States'
  name: '8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro'
  start_date: 2011-03-30
date_created: 2024-10-15T11:20:54Z
date_published: 2011-06-09T00:00:00Z
date_updated: 2024-12-04T11:55:42Z
day: '09'
doi: 10.1109/isbi.2011.5872619
extern: '1'
fulldoi: https://doi.org/10.1109/isbi.2011.5872619
language:
- iso: eng
month: '06'
oa_version: None
publication: '2011 IEEE International Symposium on Biomedical Imaging: From Nano to
  Macro'
publication_identifier:
  eissn:
  - 1945-8452
  isbn:
  - '9781424441280'
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: '1'
status: public
title: Boosted metric learning for 3D multi-modal deformable registration
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
year: '2011'
...