Semi-Supervised and Active Learning for Automatic Segmentation of Crohn’s Disease View Full Text


Ontology type: schema:Chapter      Open Access: True


Chapter Info

DATE

2013

AUTHORS

Dwarikanath Mahapatra , Peter J. Schüffler , Jeroen A. W. Tielbeek , Franciscus M. Vos , Joachim M. Buhmann

ABSTRACT

Our proposed method combines semi supervised learning (SSL) and active learning (AL) for automatic detection and segmentation of Crohn's disease (CD) from abdominal magnetic resonance (MR) images. Random forest (RF) classifiers are used due to fast SSL classification and capacity to interpret learned knowledge. Query samples for AL are selected by a novel information density weighted approach using context information, semantic knowledge and labeling uncertainty. Experimental results show that our proposed method combines the advantages of SSL and AL, and with fewer samples achieves higher classification and segmentation accuracy over fully supervised methods. More... »

PAGES

214-21

References to SciGraph publications

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-642-40763-5_27

DOI

http://dx.doi.org/10.1007/978-3-642-40763-5_27

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1027682231

PUBMED

https://www.ncbi.nlm.nih.gov/pubmed/24579143


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/0801", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Artificial Intelligence and Image Processing", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/08", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Information and Computing Sciences", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Algorithms", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Artificial Intelligence", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Crohn Disease", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Humans", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Image Enhancement", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Image Interpretation, Computer-Assisted", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Magnetic Resonance Imaging", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Models, Biological", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Pattern Recognition, Automated", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Reproducibility of Results", 
        "type": "DefinedTerm"
      }, 
      {
        "inDefinedTermSet": "https://www.nlm.nih.gov/mesh/", 
        "name": "Sensitivity and Specificity", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "Swiss Federal Institute of Technology in Zurich", 
          "id": "https://www.grid.ac/institutes/grid.5801.c", 
          "name": [
            "Department of Computer Science, ETH Zurich, Switzerland"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Mahapatra", 
        "givenName": "Dwarikanath", 
        "id": "sg:person.01100662063.91", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01100662063.91"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Swiss Federal Institute of Technology in Zurich", 
          "id": "https://www.grid.ac/institutes/grid.5801.c", 
          "name": [
            "Department of Computer Science, ETH Zurich, Switzerland"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Sch\u00fcffler", 
        "givenName": "Peter J.", 
        "id": "sg:person.01150457674.16", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01150457674.16"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Academic Medical Center", 
          "id": "https://www.grid.ac/institutes/grid.5650.6", 
          "name": [
            "Department of Radiology, Academic Medical Center, The Netherlands"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Tielbeek", 
        "givenName": "Jeroen A. W.", 
        "id": "sg:person.01023717647.28", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01023717647.28"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Academic Medical Center", 
          "id": "https://www.grid.ac/institutes/grid.5650.6", 
          "name": [
            "Department of Radiology, Academic Medical Center, The Netherlands"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Vos", 
        "givenName": "Franciscus M.", 
        "id": "sg:person.01220565337.11", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01220565337.11"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Swiss Federal Institute of Technology in Zurich", 
          "id": "https://www.grid.ac/institutes/grid.5801.c", 
          "name": [
            "Department of Computer Science, ETH Zurich, Switzerland"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Buhmann", 
        "givenName": "Joachim M.", 
        "id": "sg:person.01220203604.08", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01220203604.08"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "sg:pub.10.1007/978-1-4471-4929-3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1015259091", 
          "https://doi.org/10.1007/978-1-4471-4929-3"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-1-4471-4929-3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1015259091", 
          "https://doi.org/10.1007/978-1-4471-4929-3"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1023/a:1010933404324", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024739340", 
          "https://doi.org/10.1023/a:1010933404324"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/gut.2008.167957", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1028547354"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-642-22092-0_3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1036642501", 
          "https://doi.org/10.1007/978-3-642-22092-0_3"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-642-22092-0_3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1036642501", 
          "https://doi.org/10.1007/978-3-642-22092-0_3"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1023/a:1007330508534", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037721614", 
          "https://doi.org/10.1023/a:1007330508534"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-642-33612-6_11", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1047131421", 
          "https://doi.org/10.1007/978-3-642-33612-6_11"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/b978-1-55860-335-6.50026-x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1051051573"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tpami.2012.120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061744236"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/embc.2012.6346837", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1078682636"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/embc.2012.6346837", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1078682636"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.7551/mitpress/9780262033589.001.0001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1108730677"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2013", 
    "datePublishedReg": "2013-01-01", 
    "description": "Our proposed method combines semi supervised learning (SSL) and active learning (AL) for automatic detection and segmentation of Crohn's disease (CD) from abdominal magnetic resonance (MR) images. Random forest (RF) classifiers are used due to fast SSL classification and capacity to interpret learned knowledge. Query samples for AL are selected by a novel information density weighted approach using context information, semantic knowledge and labeling uncertainty. Experimental results show that our proposed method combines the advantages of SSL and AL, and with fewer samples achieves higher classification and segmentation accuracy over fully supervised methods.", 
    "editor": [
      {
        "familyName": "Salinesi", 
        "givenName": "Camille", 
        "type": "Person"
      }, 
      {
        "familyName": "Norrie", 
        "givenName": "Moira C.", 
        "type": "Person"
      }, 
      {
        "familyName": "Pastor", 
        "givenName": "\u00d3scar", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-642-40763-5_27", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": true, 
    "isPartOf": {
      "isbn": [
        "978-3-642-38708-1", 
        "978-3-642-38709-8"
      ], 
      "name": "Advanced Information Systems Engineering", 
      "type": "Book"
    }, 
    "name": "Semi-Supervised and Active Learning for Automatic Segmentation of Crohn\u2019s Disease", 
    "pagination": "214-21", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-642-40763-5_27"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "83df8fcdaa05eb87159b920b12a4a65036f19ba26c339e31ddd34098855da163"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1027682231"
        ]
      }, 
      {
        "name": "pubmed_id", 
        "type": "PropertyValue", 
        "value": [
          "24579143"
        ]
      }
    ], 
    "publisher": {
      "location": "Berlin, Heidelberg", 
      "name": "Springer Berlin Heidelberg", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-642-40763-5_27", 
      "https://app.dimensions.ai/details/publication/pub.1027682231"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T22:36", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000001_0000000264/records_8693_00000588.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-642-40763-5_27"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-40763-5_27'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-40763-5_27'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-40763-5_27'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-40763-5_27'


 

This table displays all metadata directly associated to this object as RDF triples.

189 TRIPLES      23 PREDICATES      49 URIs      32 LITERALS      20 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-642-40763-5_27 schema:about N0f7f049a3e2d43fa965ba24b341ecf21
2 N3bdbdf4f62374154a9960c132704c32e
3 N42fa389f4cdd49fb80b5522edd1e7856
4 N43e939d6ec714ff4af29f29670bdf227
5 N48277507cba144b5877a435a33829124
6 N6fa29b1f39fd4277b9cebf6eded021a0
7 Na6c2f9ce181a46a5919c4a9d6d3b6fcf
8 Nb52373a3d3fc4de2a38bd47c56b1de25
9 Nb5f43b8d424940899fcd5a030b7326bf
10 Nbe2c76ef6bbd4b76a7398b7f67c50f6a
11 Ndf8352ceedc443fbaa650c114b0494a8
12 anzsrc-for:08
13 anzsrc-for:0801
14 schema:author N9fd205ac2ee64322b1c9cfbd3dd6f404
15 schema:citation sg:pub.10.1007/978-1-4471-4929-3
16 sg:pub.10.1007/978-3-642-22092-0_3
17 sg:pub.10.1007/978-3-642-33612-6_11
18 sg:pub.10.1023/a:1007330508534
19 sg:pub.10.1023/a:1010933404324
20 https://doi.org/10.1016/b978-1-55860-335-6.50026-x
21 https://doi.org/10.1109/embc.2012.6346837
22 https://doi.org/10.1109/tpami.2012.120
23 https://doi.org/10.1136/gut.2008.167957
24 https://doi.org/10.7551/mitpress/9780262033589.001.0001
25 schema:datePublished 2013
26 schema:datePublishedReg 2013-01-01
27 schema:description Our proposed method combines semi supervised learning (SSL) and active learning (AL) for automatic detection and segmentation of Crohn's disease (CD) from abdominal magnetic resonance (MR) images. Random forest (RF) classifiers are used due to fast SSL classification and capacity to interpret learned knowledge. Query samples for AL are selected by a novel information density weighted approach using context information, semantic knowledge and labeling uncertainty. Experimental results show that our proposed method combines the advantages of SSL and AL, and with fewer samples achieves higher classification and segmentation accuracy over fully supervised methods.
28 schema:editor N07eef86e84614ea68c54ee457f59aa82
29 schema:genre chapter
30 schema:inLanguage en
31 schema:isAccessibleForFree true
32 schema:isPartOf N61d0db893f724dfe99b2ac21c866c6c3
33 schema:name Semi-Supervised and Active Learning for Automatic Segmentation of Crohn’s Disease
34 schema:pagination 214-21
35 schema:productId N1af45956a759467c9b870b2f442c114d
36 N417e534b300349e9912d25cf630f109c
37 N85a63dbce19d4aa19a9ea97218827d77
38 Nf3085511fa3844f080be27117a513e35
39 schema:publisher N803df12e16874f799ad459d92a06aa6d
40 schema:sameAs https://app.dimensions.ai/details/publication/pub.1027682231
41 https://doi.org/10.1007/978-3-642-40763-5_27
42 schema:sdDatePublished 2019-04-15T22:36
43 schema:sdLicense https://scigraph.springernature.com/explorer/license/
44 schema:sdPublisher N2e169f3ab8ec4ce7a8507a69acd9947f
45 schema:url http://link.springer.com/10.1007/978-3-642-40763-5_27
46 sgo:license sg:explorer/license/
47 sgo:sdDataset chapters
48 rdf:type schema:Chapter
49 N04d4bbd8a33246908bcac34121fff5dd schema:familyName Norrie
50 schema:givenName Moira C.
51 rdf:type schema:Person
52 N07eef86e84614ea68c54ee457f59aa82 rdf:first N23b4bb2a5b494cafa46f52acaf60d481
53 rdf:rest N37bf5f40335b4cdfa8073baf3a81720d
54 N0f7f049a3e2d43fa965ba24b341ecf21 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
55 schema:name Reproducibility of Results
56 rdf:type schema:DefinedTerm
57 N1af45956a759467c9b870b2f442c114d schema:name readcube_id
58 schema:value 83df8fcdaa05eb87159b920b12a4a65036f19ba26c339e31ddd34098855da163
59 rdf:type schema:PropertyValue
60 N23b4bb2a5b494cafa46f52acaf60d481 schema:familyName Salinesi
61 schema:givenName Camille
62 rdf:type schema:Person
63 N26561bbda0c44d13a1037511c947458b rdf:first sg:person.01150457674.16
64 rdf:rest Nad1bed3cbe3442d6a127e34ad22533d1
65 N2e169f3ab8ec4ce7a8507a69acd9947f schema:name Springer Nature - SN SciGraph project
66 rdf:type schema:Organization
67 N37bf5f40335b4cdfa8073baf3a81720d rdf:first N04d4bbd8a33246908bcac34121fff5dd
68 rdf:rest N98c2a3a1120f46169b73fc4b9b41eef5
69 N3bdbdf4f62374154a9960c132704c32e schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
70 schema:name Algorithms
71 rdf:type schema:DefinedTerm
72 N417e534b300349e9912d25cf630f109c schema:name pubmed_id
73 schema:value 24579143
74 rdf:type schema:PropertyValue
75 N42fa389f4cdd49fb80b5522edd1e7856 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
76 schema:name Crohn Disease
77 rdf:type schema:DefinedTerm
78 N43e939d6ec714ff4af29f29670bdf227 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
79 schema:name Image Enhancement
80 rdf:type schema:DefinedTerm
81 N48277507cba144b5877a435a33829124 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
82 schema:name Image Interpretation, Computer-Assisted
83 rdf:type schema:DefinedTerm
84 N52074cedfd1e46518f338499fd279ba6 schema:familyName Pastor
85 schema:givenName Óscar
86 rdf:type schema:Person
87 N61d0db893f724dfe99b2ac21c866c6c3 schema:isbn 978-3-642-38708-1
88 978-3-642-38709-8
89 schema:name Advanced Information Systems Engineering
90 rdf:type schema:Book
91 N6fa29b1f39fd4277b9cebf6eded021a0 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
92 schema:name Models, Biological
93 rdf:type schema:DefinedTerm
94 N7664f7cc70f44bb28d62c84c3d78c235 rdf:first sg:person.01220565337.11
95 rdf:rest N84ae930d88264a05a6504b714b4cddee
96 N803df12e16874f799ad459d92a06aa6d schema:location Berlin, Heidelberg
97 schema:name Springer Berlin Heidelberg
98 rdf:type schema:Organisation
99 N84ae930d88264a05a6504b714b4cddee rdf:first sg:person.01220203604.08
100 rdf:rest rdf:nil
101 N85a63dbce19d4aa19a9ea97218827d77 schema:name dimensions_id
102 schema:value pub.1027682231
103 rdf:type schema:PropertyValue
104 N98c2a3a1120f46169b73fc4b9b41eef5 rdf:first N52074cedfd1e46518f338499fd279ba6
105 rdf:rest rdf:nil
106 N9fd205ac2ee64322b1c9cfbd3dd6f404 rdf:first sg:person.01100662063.91
107 rdf:rest N26561bbda0c44d13a1037511c947458b
108 Na6c2f9ce181a46a5919c4a9d6d3b6fcf schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
109 schema:name Humans
110 rdf:type schema:DefinedTerm
111 Nad1bed3cbe3442d6a127e34ad22533d1 rdf:first sg:person.01023717647.28
112 rdf:rest N7664f7cc70f44bb28d62c84c3d78c235
113 Nb52373a3d3fc4de2a38bd47c56b1de25 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
114 schema:name Artificial Intelligence
115 rdf:type schema:DefinedTerm
116 Nb5f43b8d424940899fcd5a030b7326bf schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
117 schema:name Sensitivity and Specificity
118 rdf:type schema:DefinedTerm
119 Nbe2c76ef6bbd4b76a7398b7f67c50f6a schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
120 schema:name Magnetic Resonance Imaging
121 rdf:type schema:DefinedTerm
122 Ndf8352ceedc443fbaa650c114b0494a8 schema:inDefinedTermSet https://www.nlm.nih.gov/mesh/
123 schema:name Pattern Recognition, Automated
124 rdf:type schema:DefinedTerm
125 Nf3085511fa3844f080be27117a513e35 schema:name doi
126 schema:value 10.1007/978-3-642-40763-5_27
127 rdf:type schema:PropertyValue
128 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
129 schema:name Information and Computing Sciences
130 rdf:type schema:DefinedTerm
131 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
132 schema:name Artificial Intelligence and Image Processing
133 rdf:type schema:DefinedTerm
134 sg:person.01023717647.28 schema:affiliation https://www.grid.ac/institutes/grid.5650.6
135 schema:familyName Tielbeek
136 schema:givenName Jeroen A. W.
137 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01023717647.28
138 rdf:type schema:Person
139 sg:person.01100662063.91 schema:affiliation https://www.grid.ac/institutes/grid.5801.c
140 schema:familyName Mahapatra
141 schema:givenName Dwarikanath
142 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01100662063.91
143 rdf:type schema:Person
144 sg:person.01150457674.16 schema:affiliation https://www.grid.ac/institutes/grid.5801.c
145 schema:familyName Schüffler
146 schema:givenName Peter J.
147 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01150457674.16
148 rdf:type schema:Person
149 sg:person.01220203604.08 schema:affiliation https://www.grid.ac/institutes/grid.5801.c
150 schema:familyName Buhmann
151 schema:givenName Joachim M.
152 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01220203604.08
153 rdf:type schema:Person
154 sg:person.01220565337.11 schema:affiliation https://www.grid.ac/institutes/grid.5650.6
155 schema:familyName Vos
156 schema:givenName Franciscus M.
157 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01220565337.11
158 rdf:type schema:Person
159 sg:pub.10.1007/978-1-4471-4929-3 schema:sameAs https://app.dimensions.ai/details/publication/pub.1015259091
160 https://doi.org/10.1007/978-1-4471-4929-3
161 rdf:type schema:CreativeWork
162 sg:pub.10.1007/978-3-642-22092-0_3 schema:sameAs https://app.dimensions.ai/details/publication/pub.1036642501
163 https://doi.org/10.1007/978-3-642-22092-0_3
164 rdf:type schema:CreativeWork
165 sg:pub.10.1007/978-3-642-33612-6_11 schema:sameAs https://app.dimensions.ai/details/publication/pub.1047131421
166 https://doi.org/10.1007/978-3-642-33612-6_11
167 rdf:type schema:CreativeWork
168 sg:pub.10.1023/a:1007330508534 schema:sameAs https://app.dimensions.ai/details/publication/pub.1037721614
169 https://doi.org/10.1023/a:1007330508534
170 rdf:type schema:CreativeWork
171 sg:pub.10.1023/a:1010933404324 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024739340
172 https://doi.org/10.1023/a:1010933404324
173 rdf:type schema:CreativeWork
174 https://doi.org/10.1016/b978-1-55860-335-6.50026-x schema:sameAs https://app.dimensions.ai/details/publication/pub.1051051573
175 rdf:type schema:CreativeWork
176 https://doi.org/10.1109/embc.2012.6346837 schema:sameAs https://app.dimensions.ai/details/publication/pub.1078682636
177 rdf:type schema:CreativeWork
178 https://doi.org/10.1109/tpami.2012.120 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061744236
179 rdf:type schema:CreativeWork
180 https://doi.org/10.1136/gut.2008.167957 schema:sameAs https://app.dimensions.ai/details/publication/pub.1028547354
181 rdf:type schema:CreativeWork
182 https://doi.org/10.7551/mitpress/9780262033589.001.0001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1108730677
183 rdf:type schema:CreativeWork
184 https://www.grid.ac/institutes/grid.5650.6 schema:alternateName Academic Medical Center
185 schema:name Department of Radiology, Academic Medical Center, The Netherlands
186 rdf:type schema:Organization
187 https://www.grid.ac/institutes/grid.5801.c schema:alternateName Swiss Federal Institute of Technology in Zurich
188 schema:name Department of Computer Science, ETH Zurich, Switzerland
189 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...