DOI: 10.1109/tpami.2017.2739743. Gaussian Process Morphable Models

10.1109/tpami.2017.2739743

Crossref journal-article

Institute of Electrical and Electronics Engineers (IEEE)

IEEE Transactions on Pattern Analysis and Machine Intelligence (263)

Bibliography

Luthi, M., Gerig, T., Jud, C., & Vetter, T. (2018). Gaussian Process Morphable Models. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40(8), 1860â1873.

Authors 4

Marcel Luthi (first)
Thomas Gerig (additional)
Christoph Jud (additional)
Thomas Vetter (additional)

References 53 Referenced 152

10.1007/978-1-4419-9096-9
{'journal-title': 'Principal Component Analysis', 'year': '2002', 'author': 'jolliffe', 'key': 'ref38'} / Principal Component Analysis by jolliffe (2002)
10.1016/j.media.2012.11.006
10.1109/CVPR.2008.4587394
10.1109/TMI.2007.893284
10.1109/TMI.2003.809688
10.1007/978-3-319-02267-3_9 / Machine Learning in Medical Imaging / A unified approach to shape model fitting and non-rigid registration by lüthi (2013)
{'key': 'ref36', 'first-page': '413', 'article-title': 'Spatially varying registration using Gaussian processes', 'author': 'gerig', 'year': '2014', 'journal-title': 'Medical Image Computing and Computer-Assisted Intervention'} / Medical Image Computing and Computer-Assisted Intervention / Spatially varying registration using Gaussian processes by gerig (2014)
10.1007/978-3-642-23123-0_20
10.1109/CVPR.2013.245
10.1016/0262-8856(95)99727-I
10.1007/978-3-642-40811-3_26
{'key': 'ref29', 'first-page': '221', 'article-title': 'A novel 3D partitioned active shape model for segmentation of brain MR images', 'author': 'zhao', 'year': '2005', 'journal-title': 'Medical Image Computing and Computer-Assisted Intervention'} / Medical Image Computing and Computer-Assisted Intervention / A novel 3D partitioned active shape model for segmentation of brain MR images by zhao (2005)
10.1006/cviu.1995.1004 / Comput Vis Image Understanding / Active shape models-their training and application by cootes (1995)
{'key': 'ref1', 'volume': '1', 'author': 'grenander', 'year': '2007', 'journal-title': 'Pattern Theory From Representation to Inference'} / Pattern Theory From Representation to Inference by grenander (2007)
10.1109/TMI.2007.904691
10.1109/CVPR.2009.5206512
{'journal-title': 'Gaussian Processes for Machine Learning', 'year': '2006', 'author': 'rasmussen', 'key': 'ref21'} / Gaussian Processes for Machine Learning by rasmussen (2006)
10.1007/978-3-642-12055-8
10.1145/1102351.1102449
10.1007/s10851-012-0409-0
10.1137/110846324
{'key': 'ref50', 'first-page': '77', 'article-title': 'Automatic construction of 3D statistical deformation models using non-rigid registration', 'author': 'rueckert', 'year': '2001', 'journal-title': 'Proc Int Conf Med Image Comput Comput -Assisted Intervention'} / Proc Int Conf Med Image Comput Comput -Assisted Intervention / Automatic construction of 3D statistical deformation models using non-rigid registration by rueckert (2001)
10.1109/AVSS.2009.58
{'key': 'ref53', 'first-page': '211', 'article-title': 'A 3D facial expression database for facial behavior research', 'author': 'yin', 'year': '2006', 'journal-title': 'Proc 7th Int Conf Autom Face Gesture Recognit'} / Proc 7th Int Conf Autom Face Gesture Recognit / A 3D facial expression database for facial behavior research by yin (2006)
10.1109/CVPR.2016.598
{'year': '0', 'key': 'ref10'} (0)
10.1109/34.865192
10.1137/090771806
10.1090/qam/1668732
10.1080/01621459.1991.10475053
10.1007/3-540-63046-5_30
10.1016/j.cviu.2015.02.008
10.1109/TMI.2013.2265603
10.1145/2988458.2988490
10.1109/ICCV.2015.257
10.1145/2602142 / ACM Trans Graph / Feature matching with bounded distortion by lipman (2014)
10.1016/B978-0-12-810493-4.00007-9
10.1145/311535.311556
{'key': 'ref6', 'first-page': '631', 'article-title': 'Making large-scale Nystrom approximation possible', 'author': 'li', 'year': '2010', 'journal-title': 'Proc 27th Int Conf Mach Learning'} / Proc 27th Int Conf Mach Learning / Making large-scale Nystrom approximation possible by li (2010)
10.1016/j.media.2009.05.004
10.1109/TMI.2009.2035616
10.1109/TPAMI.2010.46
10.1007/978-3-540-45087-0_6 / Information Processing in Medical Imaging / Evaluation of 3D correspondence methods for model building by styner (2003)
10.54294/4eli51 / Insight J / Statismo-a framework for PCA based statistical models by lüthi (2012)
10.1017/CBO9780511809682
10.1109/42.929618
10.1109/34.88573
10.1145/37402.37422
10.1109/AVSS.2009.58
{'article-title': 'Automatic model construction with Gaussian processes', 'year': '2014', 'author': 'duvenaud', 'key': 'ref41'} / Automatic model construction with Gaussian processes by duvenaud (2014)
10.1109/TIP.2003.813139
10.1109/CBMS.1995.465443

Dates

Type	When
Created	8 years ago (Aug. 14, 2017, 2:11 p.m.)
Deposited	3 years, 6 months ago (Jan. 26, 2022, 10:07 a.m.)
Indexed	2 days, 1 hour ago (Aug. 19, 2025, 6:48 a.m.)
Issued	7 years ago (Aug. 1, 2018)
Published	7 years ago (Aug. 1, 2018)
Published Print	7 years ago (Aug. 1, 2018)

Funders 1

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung 10.13039/501100001711
Region: Europe
pri (Trusts, charities, foundations (both public and private))
Labels10
1. Schweizerischer Nationalfonds
2. Swiss National Science Foundation
3. Fonds National Suisse de la Recherche Scientifique
4. Fondo Nazionale Svizzero per la Ricerca Scientifica
5. Fonds National Suisse
6. Fondo Nazionale Svizzero
7. Schweizerische Nationalfonds
8. SNF
9. SNSF
10. FNS
Awards1
1. SNF153297

BibTeX

@article{Luthi_2018, title={Gaussian Process Morphable Models}, volume={40}, ISSN={1939-3539}, url={http://dx.doi.org/10.1109/tpami.2017.2739743}, DOI={10.1109/tpami.2017.2739743}, number={8}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Luthi, Marcel and Gerig, Thomas and Jud, Christoph and Vetter, Thomas}, year={2018}, month=aug, pages={1860–1873} }

JSON

{
  "indexed": {
    "date-parts": [
      [
        2025,
        8,
        19
      ]
    ],
    "date-time": "2025-08-19T10:48:05Z",
    "timestamp": 1755600485968,
    "version": "3.37.3"
  },
  "reference-count": 53,
  "publisher": "Institute of Electrical and Electronics Engineers (IEEE)",
  "issue": "8",
  "license": [
    {
      "start": {
        "date-parts": [
          [
            2018,
            8,
            1
          ]
        ],
        "date-time": "2018-08-01T00:00:00Z",
        "timestamp": 1533081600000
      },
      "content-version": "vor",
      "delay-in-days": 0,
      "URL": "https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/OAPA.html"
    }
  ],
  "funder": [
    {
      "DOI": "10.13039/501100001711",
      "name": "Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung",
      "doi-asserted-by": "publisher",
      "award": [
        "SNF153297"
      ],
      "id": [
        {
          "id": "10.13039/501100001711",
          "id-type": "DOI",
          "asserted-by": "publisher"
        }
      ]
    }
  ],
  "content-domain": {
    "domain": [],
    "crossmark-restriction": false
  },
  "published-print": {
    "date-parts": [
      [
        2018,
        8,
        1
      ]
    ]
  },
  "DOI": "10.1109/tpami.2017.2739743",
  "type": "journal-article",
  "created": {
    "date-parts": [
      [
        2017,
        8,
        14
      ]
    ],
    "date-time": "2017-08-14T18:11:07Z",
    "timestamp": 1502734267000
  },
  "page": "1860-1873",
  "source": "Crossref",
  "is-referenced-by-count": 152,
  "title": "Gaussian Process Morphable Models",
  "prefix": "10.1109",
  "volume": "40",
  "author": [
    {
      "ORCID": "https://orcid.org/0000-0002-9686-2195",
      "authenticated-orcid": false,
      "given": "Marcel",
      "family": "Luthi",
      "sequence": "first",
      "affiliation": []
    },
    {
      "given": "Thomas",
      "family": "Gerig",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Christoph",
      "family": "Jud",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Thomas",
      "family": "Vetter",
      "sequence": "additional",
      "affiliation": []
    }
  ],
  "member": "263",
  "reference": [
    {
      "key": "ref39",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/978-1-4419-9096-9"
    },
    {
      "journal-title": "Principal Component Analysis",
      "year": "2002",
      "author": "jolliffe",
      "key": "ref38"
    },
    {
      "key": "ref33",
      "doi-asserted-by": "publisher",
      "DOI": "10.1016/j.media.2012.11.006"
    },
    {
      "key": "ref32",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/CVPR.2008.4587394"
    },
    {
      "key": "ref31",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TMI.2007.893284"
    },
    {
      "key": "ref30",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TMI.2003.809688"
    },
    {
      "key": "ref37",
      "doi-asserted-by": "crossref",
      "first-page": "66",
      "DOI": "10.1007/978-3-319-02267-3_9",
      "article-title": "A unified\n approach to shape model fitting and non-rigid registration",
      "author": "l\u00fcthi",
      "year": "2013",
      "journal-title": "Machine Learning in Medical Imaging"
    },
    {
      "key": "ref36",
      "first-page": "413",
      "article-title": "Spatially varying registration using Gaussian processes",
      "author": "gerig",
      "year": "2014",
      "journal-title": "Medical Image Computing and Computer-Assisted Intervention"
    },
    {
      "key": "ref35",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/978-3-642-23123-0_20"
    },
    {
      "key": "ref34",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/CVPR.2013.245"
    },
    {
      "key": "ref28",
      "doi-asserted-by": "publisher",
      "DOI": "10.1016/0262-8856(95)99727-I"
    },
    {
      "key": "ref27",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/978-3-642-40811-3_26"
    },
    {
      "key": "ref29",
      "first-page": "221",
      "article-title": "A novel 3D partitioned active shape model for segmentation of brain MR images",
      "author": "zhao",
      "year": "2005",
      "journal-title": "Medical Image Computing and Computer-Assisted Intervention"
    },
    {
      "key": "ref2",
      "doi-asserted-by": "crossref",
      "first-page": "38",
      "DOI": "10.1006/cviu.1995.1004",
      "article-title": "Active shape models-their training and\n application",
      "volume": "61",
      "author": "cootes",
      "year": "1995",
      "journal-title": "Comput Vis Image Understanding"
    },
    {
      "key": "ref1",
      "volume": "1",
      "author": "grenander",
      "year": "2007",
      "journal-title": "Pattern Theory From Representation to Inference"
    },
    {
      "key": "ref20",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TMI.2007.904691"
    },
    {
      "key": "ref22",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/CVPR.2009.5206512"
    },
    {
      "journal-title": "Gaussian Processes for Machine Learning",
      "year": "2006",
      "author": "rasmussen",
      "key": "ref21"
    },
    {
      "key": "ref24",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/978-3-642-12055-8"
    },
    {
      "key": "ref23",
      "doi-asserted-by": "publisher",
      "DOI": "10.1145/1102351.1102449"
    },
    {
      "key": "ref26",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/s10851-012-0409-0"
    },
    {
      "key": "ref25",
      "doi-asserted-by": "publisher",
      "DOI": "10.1137/110846324"
    },
    {
      "key": "ref50",
      "first-page": "77",
      "article-title": "Automatic construction of 3D statistical deformation models using non-rigid registration",
      "author": "rueckert",
      "year": "2001",
      "journal-title": "Proc Int Conf Med Image Comput Comput -Assisted Intervention"
    },
    {
      "key": "ref51",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/AVSS.2009.58"
    },
    {
      "key": "ref53",
      "first-page": "211",
      "article-title": "A 3D facial expression database for facial behavior research",
      "author": "yin",
      "year": "2006",
      "journal-title": "Proc 7th Int Conf Autom Face Gesture Recognit"
    },
    {
      "key": "ref52",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/CVPR.2016.598"
    },
    {
      "year": "0",
      "key": "ref10"
    },
    {
      "key": "ref11",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/34.865192"
    },
    {
      "key": "ref40",
      "doi-asserted-by": "publisher",
      "DOI": "10.1137/090771806"
    },
    {
      "key": "ref12",
      "doi-asserted-by": "publisher",
      "DOI": "10.1090/qam/1668732"
    },
    {
      "key": "ref13",
      "doi-asserted-by": "publisher",
      "DOI": "10.1080/01621459.1991.10475053"
    },
    {
      "key": "ref14",
      "doi-asserted-by": "publisher",
      "DOI": "10.1007/3-540-63046-5_30"
    },
    {
      "key": "ref15",
      "doi-asserted-by": "publisher",
      "DOI": "10.1016/j.cviu.2015.02.008"
    },
    {
      "key": "ref16",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TMI.2013.2265603"
    },
    {
      "key": "ref17",
      "doi-asserted-by": "publisher",
      "DOI": "10.1145/2988458.2988490"
    },
    {
      "key": "ref18",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/ICCV.2015.257"
    },
    {
      "key": "ref19",
      "doi-asserted-by": "crossref",
      "DOI": "10.1145/2602142",
      "article-title": "Feature matching with bounded distortion",
      "volume": "33",
      "author": "lipman",
      "year": "2014",
      "journal-title": "ACM Trans Graph"
    },
    {
      "key": "ref4",
      "doi-asserted-by": "publisher",
      "DOI": "10.1016/B978-0-12-810493-4.00007-9"
    },
    {
      "key": "ref3",
      "doi-asserted-by": "publisher",
      "DOI": "10.1145/311535.311556"
    },
    {
      "key": "ref6",
      "first-page": "631",
      "article-title": "Making large-scale Nystrom approximation possible",
      "author": "li",
      "year": "2010",
      "journal-title": "Proc 27th Int Conf Mach Learning"
    },
    {
      "key": "ref5",
      "doi-asserted-by": "publisher",
      "DOI": "10.1016/j.media.2009.05.004"
    },
    {
      "key": "ref8",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TMI.2009.2035616"
    },
    {
      "key": "ref7",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TPAMI.2010.46"
    },
    {
      "key": "ref49",
      "doi-asserted-by": "crossref",
      "first-page": "63",
      "DOI": "10.1007/978-3-540-45087-0_6",
      "article-title": "Evaluation of 3D correspondence methods for\n model building",
      "author": "styner",
      "year": "2003",
      "journal-title": "Information Processing in Medical Imaging"
    },
    {
      "key": "ref9",
      "doi-asserted-by": "crossref",
      "DOI": "10.54294/4eli51",
      "article-title": "Statismo-a framework for PCA based\n statistical models",
      "author": "l\u00fcthi",
      "year": "2012",
      "journal-title": "Insight J"
    },
    {
      "key": "ref46",
      "doi-asserted-by": "publisher",
      "DOI": "10.1017/CBO9780511809682"
    },
    {
      "key": "ref45",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/42.929618"
    },
    {
      "key": "ref48",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/34.88573"
    },
    {
      "key": "ref47",
      "doi-asserted-by": "publisher",
      "DOI": "10.1145/37402.37422"
    },
    {
      "key": "ref42",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/AVSS.2009.58"
    },
    {
      "article-title": "Automatic model construction with Gaussian processes",
      "year": "2014",
      "author": "duvenaud",
      "key": "ref41"
    },
    {
      "key": "ref44",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/TIP.2003.813139"
    },
    {
      "key": "ref43",
      "doi-asserted-by": "publisher",
      "DOI": "10.1109/CBMS.1995.465443"
    }
  ],
  "container-title": "IEEE Transactions on Pattern Analysis and Machine Intelligence",
  "original-title": [],
  "link": [
    {
      "URL": "http://xplorestaging.ieee.org/ielx7/34/8401722/08010438.pdf?arnumber=8010438",
      "content-type": "unspecified",
      "content-version": "vor",
      "intended-application": "similarity-checking"
    }
  ],
  "deposited": {
    "date-parts": [
      [
        2022,
        1,
        26
      ]
    ],
    "date-time": "2022-01-26T15:07:53Z",
    "timestamp": 1643209673000
  },
  "score": 1,
  "resource": {
    "primary": {
      "URL": "https://ieeexplore.ieee.org/document/8010438/"
    }
  },
  "subtitle": [],
  "short-title": [],
  "issued": {
    "date-parts": [
      [
        2018,
        8,
        1
      ]
    ]
  },
  "references-count": 53,
  "journal-issue": {
    "issue": "8"
  },
  "URL": "http://dx.doi.org/10.1109/TPAMI.2017.2739743",
  "relation": {},
  "ISSN": [
    "0162-8828",
    "2160-9292",
    "1939-3539"
  ],
  "subject": [],
  "container-title-short": "IEEE Trans. Pattern Anal. Mach. Intell.",
  "published": {
    "date-parts": [
      [
        2018,
        8,
        1
      ]
    ]
  }
}