Deep Particle Tracker: Automatic Tracking of Particles in Fluorescence Microscopy Images Using Deep Learning View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018

AUTHORS

Roman Spilger , Thomas Wollmann , Yu Qiang , Andrea Imle , Ji Young Lee , Barbara Müller , Oliver T. Fackler , Ralf Bartenschlager , Karl Rohr

ABSTRACT

Tracking of particles in fluorescence microscopy image sequences is essential for studying the dynamics of subcellular structures and virus structures. We introduce a novel particle tracking approach using an LSTM-based neural network. Our approach determines assignment probabilities jointly across multiple detections by exploiting both short and long-term temporal dependencies of individual object dynamics. Manually labeled data is not required. We evaluated the performance of our approach using image data of the ISBI Particle Tracking Challenge as well as real fluorescence microscopy image sequences of virus structures. It turned out that the proposed approach outperforms previous methods. More... »

PAGES

128-136

References to SciGraph publications

Book

TITLE

Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support

ISBN

978-3-030-00888-8
978-3-030-00889-5

Author Affiliations

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-030-00889-5_15

DOI

http://dx.doi.org/10.1007/978-3-030-00889-5_15

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1107102658


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"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "name": [
            "University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Spilger", 
        "givenName": "Roman", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Wollmann", 
        "givenName": "Thomas", 
        "id": "sg:person.015332264757.10", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015332264757.10"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Qiang", 
        "givenName": "Yu", 
        "id": "sg:person.016554045263.40", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016554045263.40"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Heidelberg", 
          "id": "https://www.grid.ac/institutes/grid.5253.1", 
          "name": [
            "University Hospital Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Imle", 
        "givenName": "Andrea", 
        "id": "sg:person.0645706216.42", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0645706216.42"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Heidelberg", 
          "id": "https://www.grid.ac/institutes/grid.5253.1", 
          "name": [
            "University Hospital Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Lee", 
        "givenName": "Ji Young", 
        "id": "sg:person.0774400410.10", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0774400410.10"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Heidelberg", 
          "id": "https://www.grid.ac/institutes/grid.5253.1", 
          "name": [
            "University Hospital Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "M\u00fcller", 
        "givenName": "Barbara", 
        "id": "sg:person.01352502372.23", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01352502372.23"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Heidelberg", 
          "id": "https://www.grid.ac/institutes/grid.5253.1", 
          "name": [
            "University Hospital Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Fackler", 
        "givenName": "Oliver T.", 
        "id": "sg:person.01004336532.16", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01004336532.16"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Heidelberg", 
          "id": "https://www.grid.ac/institutes/grid.5253.1", 
          "name": [
            "University Hospital Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bartenschlager", 
        "givenName": "Ralf", 
        "id": "sg:person.01331122660.37", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01331122660.37"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Rohr", 
        "givenName": "Karl", 
        "id": "sg:person.01214674260.82", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01214674260.82"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1109/tip.2005.852787", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1001487319"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.ymeth.2016.09.016", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1011323855"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.ymeth.2016.09.016", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1011323855"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/nmeth.1237", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1014167362", 
          "https://doi.org/10.1038/nmeth.1237"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/nmeth.2808", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024682473", 
          "https://doi.org/10.1038/nmeth.2808"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1162/neco.1997.9.8.1735", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1038140272"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.imavis.2016.11.010", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1044199721"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.imavis.2016.11.010", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1044199721"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.imavis.2016.11.010", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1044199721"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jsb.2005.06.002", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049009340"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tip.2014.2303633", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061643860"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tmi.2014.2359541", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061696393"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tmi.2016.2553401", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061696747"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tpami.2013.97", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061744614"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tip.2017.2707803", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085849632"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/iccv.2017.41", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1100060404"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/isbi.2018.8363615", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1104292688"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2018", 
    "datePublishedReg": "2018-01-01", 
    "description": "Tracking of particles in fluorescence microscopy image sequences is essential for studying the dynamics of subcellular structures and virus structures. We introduce a novel particle tracking approach using an LSTM-based neural network. Our approach determines assignment probabilities jointly across multiple detections by exploiting both short and long-term temporal dependencies of individual object dynamics. Manually labeled data is not required. We evaluated the performance of our approach using image data of the ISBI Particle Tracking Challenge as well as real fluorescence microscopy image sequences of virus structures. It turned out that the proposed approach outperforms previous methods.", 
    "editor": [
      {
        "familyName": "Stoyanov", 
        "givenName": "Danail", 
        "type": "Person"
      }, 
      {
        "familyName": "Taylor", 
        "givenName": "Zeike", 
        "type": "Person"
      }, 
      {
        "familyName": "Carneiro", 
        "givenName": "Gustavo", 
        "type": "Person"
      }, 
      {
        "familyName": "Syeda-Mahmood", 
        "givenName": "Tanveer", 
        "type": "Person"
      }, 
      {
        "familyName": "Martel", 
        "givenName": "Anne", 
        "type": "Person"
      }, 
      {
        "familyName": "Maier-Hein", 
        "givenName": "Lena", 
        "type": "Person"
      }, 
      {
        "familyName": "Tavares", 
        "givenName": "Jo\u00e3o Manuel R.S.", 
        "type": "Person"
      }, 
      {
        "familyName": "Bradley", 
        "givenName": "Andrew", 
        "type": "Person"
      }, 
      {
        "familyName": "Papa", 
        "givenName": "Jo\u00e3o Paulo", 
        "type": "Person"
      }, 
      {
        "familyName": "Belagiannis", 
        "givenName": "Vasileios", 
        "type": "Person"
      }, 
      {
        "familyName": "Nascimento", 
        "givenName": "Jacinto C.", 
        "type": "Person"
      }, 
      {
        "familyName": "Lu", 
        "givenName": "Zhi", 
        "type": "Person"
      }, 
      {
        "familyName": "Conjeti", 
        "givenName": "Sailesh", 
        "type": "Person"
      }, 
      {
        "familyName": "Moradi", 
        "givenName": "Mehdi", 
        "type": "Person"
      }, 
      {
        "familyName": "Greenspan", 
        "givenName": "Hayit", 
        "type": "Person"
      }, 
      {
        "familyName": "Madabhushi", 
        "givenName": "Anant", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-030-00889-5_15", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-030-00888-8", 
        "978-3-030-00889-5"
      ], 
      "name": "Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support", 
      "type": "Book"
    }, 
    "name": "Deep Particle Tracker: Automatic Tracking of Particles in Fluorescence Microscopy Images Using Deep Learning", 
    "pagination": "128-136", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-030-00889-5_15"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "a1ebcb0812f3a2911b3913a2f9905fbbd834b7d36a4d4ff8334b73cc0995b179"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1107102658"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-030-00889-5_15", 
      "https://app.dimensions.ai/details/publication/pub.1107102658"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T13:06", 
    "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_8663_00000569.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-030-00889-5_15"
  }
]
 

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.10.1007/978-3-030-00889-5_15'

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

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-00889-5_15'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-00889-5_15'

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

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-00889-5_15'


 

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

247 TRIPLES      23 PREDICATES      41 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-030-00889-5_15 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author N2d9b4ee3ce3841fe919233f22fd6364e
4 schema:citation sg:pub.10.1038/nmeth.1237
5 sg:pub.10.1038/nmeth.2808
6 https://doi.org/10.1016/j.imavis.2016.11.010
7 https://doi.org/10.1016/j.jsb.2005.06.002
8 https://doi.org/10.1016/j.ymeth.2016.09.016
9 https://doi.org/10.1109/iccv.2017.41
10 https://doi.org/10.1109/isbi.2018.8363615
11 https://doi.org/10.1109/tip.2005.852787
12 https://doi.org/10.1109/tip.2014.2303633
13 https://doi.org/10.1109/tip.2017.2707803
14 https://doi.org/10.1109/tmi.2014.2359541
15 https://doi.org/10.1109/tmi.2016.2553401
16 https://doi.org/10.1109/tpami.2013.97
17 https://doi.org/10.1162/neco.1997.9.8.1735
18 schema:datePublished 2018
19 schema:datePublishedReg 2018-01-01
20 schema:description Tracking of particles in fluorescence microscopy image sequences is essential for studying the dynamics of subcellular structures and virus structures. We introduce a novel particle tracking approach using an LSTM-based neural network. Our approach determines assignment probabilities jointly across multiple detections by exploiting both short and long-term temporal dependencies of individual object dynamics. Manually labeled data is not required. We evaluated the performance of our approach using image data of the ISBI Particle Tracking Challenge as well as real fluorescence microscopy image sequences of virus structures. It turned out that the proposed approach outperforms previous methods.
21 schema:editor N38c57146c35f4ff4b6d79f6ab406daca
22 schema:genre chapter
23 schema:inLanguage en
24 schema:isAccessibleForFree false
25 schema:isPartOf Nacaee46a656442699076f8182c0a4892
26 schema:name Deep Particle Tracker: Automatic Tracking of Particles in Fluorescence Microscopy Images Using Deep Learning
27 schema:pagination 128-136
28 schema:productId N1249889c3cb848e5913e2ae9844a822c
29 N2b2efc655aea48abb164171892ca9bd7
30 Nfc2702d1111d4b5ba536de303852a209
31 schema:publisher N42343e1155cf40a1843c152e8788b68e
32 schema:sameAs https://app.dimensions.ai/details/publication/pub.1107102658
33 https://doi.org/10.1007/978-3-030-00889-5_15
34 schema:sdDatePublished 2019-04-15T13:06
35 schema:sdLicense https://scigraph.springernature.com/explorer/license/
36 schema:sdPublisher N02908ef185d04140a2fe81efe49f3095
37 schema:url http://link.springer.com/10.1007/978-3-030-00889-5_15
38 sgo:license sg:explorer/license/
39 sgo:sdDataset chapters
40 rdf:type schema:Chapter
41 N015d46bc4edf456fa5b8d0a3083223f8 schema:familyName Belagiannis
42 schema:givenName Vasileios
43 rdf:type schema:Person
44 N02908ef185d04140a2fe81efe49f3095 schema:name Springer Nature - SN SciGraph project
45 rdf:type schema:Organization
46 N02b64202ad494071adb1e271c844ba97 rdf:first N015d46bc4edf456fa5b8d0a3083223f8
47 rdf:rest Na966fb4a2ea145ee99635df59e81ce76
48 N043a112c7f7d476da6dcb16ab2aa972f rdf:first sg:person.0774400410.10
49 rdf:rest N0e65115194bf46a2a5cfca16788bee1a
50 N0aa928b5a0e44fe8a8b22afb8d46f50c schema:familyName Martel
51 schema:givenName Anne
52 rdf:type schema:Person
53 N0e65115194bf46a2a5cfca16788bee1a rdf:first sg:person.01352502372.23
54 rdf:rest N7507b67f566c43aba9cad26a98ec7dd8
55 N11ca3d92a00b4ae69d66090e7d565dd8 schema:name University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg
56 rdf:type schema:Organization
57 N1249889c3cb848e5913e2ae9844a822c schema:name doi
58 schema:value 10.1007/978-3-030-00889-5_15
59 rdf:type schema:PropertyValue
60 N12c1f61d27e64f4893677883174574c3 schema:familyName Greenspan
61 schema:givenName Hayit
62 rdf:type schema:Person
63 N17147b73bb4a4ef1887a6362536448f9 schema:familyName Madabhushi
64 schema:givenName Anant
65 rdf:type schema:Person
66 N1dd81ab4273f4df9aa681fd3827d35b0 rdf:first N255d890c5dc74958969f503178a9170f
67 rdf:rest N83264dcb568546dd8bcade8f6add9230
68 N2052843420b54575a2881790595b1230 rdf:first sg:person.0645706216.42
69 rdf:rest N043a112c7f7d476da6dcb16ab2aa972f
70 N255d890c5dc74958969f503178a9170f schema:familyName Carneiro
71 schema:givenName Gustavo
72 rdf:type schema:Person
73 N285207ea91fd4f6588c6c75465826115 rdf:first sg:person.01214674260.82
74 rdf:rest rdf:nil
75 N2b2efc655aea48abb164171892ca9bd7 schema:name dimensions_id
76 schema:value pub.1107102658
77 rdf:type schema:PropertyValue
78 N2d9b4ee3ce3841fe919233f22fd6364e rdf:first Nd3086a1aed6c468fb32f7bd0115fd187
79 rdf:rest N86669f8d3da44d9c87481033beebdddb
80 N38c57146c35f4ff4b6d79f6ab406daca rdf:first Ncb991c4842db4e6f9775de1be01ccd6a
81 rdf:rest N85dfeb7562f94909bc6465ac942d244d
82 N42343e1155cf40a1843c152e8788b68e schema:location Cham
83 schema:name Springer International Publishing
84 rdf:type schema:Organisation
85 N43bdd38e205442c2a34ebce68587981d rdf:first sg:person.01331122660.37
86 rdf:rest N285207ea91fd4f6588c6c75465826115
87 N4919188de5ef4045bfe1e4f21abc2cfb schema:name University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg
88 rdf:type schema:Organization
89 N4a79fac4d2b045da839adfe826b2ceaa rdf:first N17147b73bb4a4ef1887a6362536448f9
90 rdf:rest rdf:nil
91 N557c26fbb93d4b85be3d7771459c54fd schema:name University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg
92 rdf:type schema:Organization
93 N56e77cbbdcea4338892e1aac7e101da3 rdf:first N5fc821e3ef22486a85c028e02927a5d6
94 rdf:rest Nb60fbf67f37d4f5c9cecb4cd97e693cb
95 N5906f373893e4473b2f201cd8a3394e9 schema:name University of Heidelberg, BioQuant, IPMB, and DKFZ Heidelberg
96 rdf:type schema:Organization
97 N5fc821e3ef22486a85c028e02927a5d6 schema:familyName Tavares
98 schema:givenName João Manuel R.S.
99 rdf:type schema:Person
100 N6df52a0e52b8427ca0242e0af20be01c schema:familyName Moradi
101 schema:givenName Mehdi
102 rdf:type schema:Person
103 N7507b67f566c43aba9cad26a98ec7dd8 rdf:first sg:person.01004336532.16
104 rdf:rest N43bdd38e205442c2a34ebce68587981d
105 N83264dcb568546dd8bcade8f6add9230 rdf:first N90889bd3a54349bbb05548b76b2f6c43
106 rdf:rest Na25bb7e0b9c34446a55640b46a3136de
107 N85dfeb7562f94909bc6465ac942d244d rdf:first Nc97db2cf03f94c78868f47b4c0352caf
108 rdf:rest N1dd81ab4273f4df9aa681fd3827d35b0
109 N86669f8d3da44d9c87481033beebdddb rdf:first sg:person.015332264757.10
110 rdf:rest Nd11507958a2845f6a8d8bd2c4335ba65
111 N870c684ef1ba46969bb490062f0196b8 rdf:first Nc9d81e90915b4dc48dd4da7bd2022991
112 rdf:rest N56e77cbbdcea4338892e1aac7e101da3
113 N891af5025fc248dbbb68f1866f91edde rdf:first Nfc260d5eaf8140a59c9613596b46fb50
114 rdf:rest Nd6e009cf3043453fa7826e97e028ed41
115 N8bcdd9f4d1c34ec49bc37e8a577adfb8 rdf:first N6df52a0e52b8427ca0242e0af20be01c
116 rdf:rest Nddb900908c6646fcb99ba6b0a94a0c13
117 N90889bd3a54349bbb05548b76b2f6c43 schema:familyName Syeda-Mahmood
118 schema:givenName Tanveer
119 rdf:type schema:Person
120 Na25bb7e0b9c34446a55640b46a3136de rdf:first N0aa928b5a0e44fe8a8b22afb8d46f50c
121 rdf:rest N870c684ef1ba46969bb490062f0196b8
122 Na2cb2a4a2e4b4255b44c001ecb6b863e schema:familyName Nascimento
123 schema:givenName Jacinto C.
124 rdf:type schema:Person
125 Na966fb4a2ea145ee99635df59e81ce76 rdf:first Na2cb2a4a2e4b4255b44c001ecb6b863e
126 rdf:rest N891af5025fc248dbbb68f1866f91edde
127 Nacaee46a656442699076f8182c0a4892 schema:isbn 978-3-030-00888-8
128 978-3-030-00889-5
129 schema:name Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
130 rdf:type schema:Book
131 Nb60fbf67f37d4f5c9cecb4cd97e693cb rdf:first Nfb0d899dca2746b3a99481222f109717
132 rdf:rest Nd182a6e1e52b4da6ae771c28da6a43b6
133 Nc97db2cf03f94c78868f47b4c0352caf schema:familyName Taylor
134 schema:givenName Zeike
135 rdf:type schema:Person
136 Nc9d81e90915b4dc48dd4da7bd2022991 schema:familyName Maier-Hein
137 schema:givenName Lena
138 rdf:type schema:Person
139 Ncb6cbe8dc1ea4827b98fa7e4759aa13b schema:familyName Papa
140 schema:givenName João Paulo
141 rdf:type schema:Person
142 Ncb991c4842db4e6f9775de1be01ccd6a schema:familyName Stoyanov
143 schema:givenName Danail
144 rdf:type schema:Person
145 Nd11507958a2845f6a8d8bd2c4335ba65 rdf:first sg:person.016554045263.40
146 rdf:rest N2052843420b54575a2881790595b1230
147 Nd182a6e1e52b4da6ae771c28da6a43b6 rdf:first Ncb6cbe8dc1ea4827b98fa7e4759aa13b
148 rdf:rest N02b64202ad494071adb1e271c844ba97
149 Nd3086a1aed6c468fb32f7bd0115fd187 schema:affiliation N11ca3d92a00b4ae69d66090e7d565dd8
150 schema:familyName Spilger
151 schema:givenName Roman
152 rdf:type schema:Person
153 Nd6e009cf3043453fa7826e97e028ed41 rdf:first Nfbf2878ad54f4cc7b7ae32c48c59ab90
154 rdf:rest N8bcdd9f4d1c34ec49bc37e8a577adfb8
155 Nddb900908c6646fcb99ba6b0a94a0c13 rdf:first N12c1f61d27e64f4893677883174574c3
156 rdf:rest N4a79fac4d2b045da839adfe826b2ceaa
157 Nfb0d899dca2746b3a99481222f109717 schema:familyName Bradley
158 schema:givenName Andrew
159 rdf:type schema:Person
160 Nfbf2878ad54f4cc7b7ae32c48c59ab90 schema:familyName Conjeti
161 schema:givenName Sailesh
162 rdf:type schema:Person
163 Nfc260d5eaf8140a59c9613596b46fb50 schema:familyName Lu
164 schema:givenName Zhi
165 rdf:type schema:Person
166 Nfc2702d1111d4b5ba536de303852a209 schema:name readcube_id
167 schema:value a1ebcb0812f3a2911b3913a2f9905fbbd834b7d36a4d4ff8334b73cc0995b179
168 rdf:type schema:PropertyValue
169 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
170 schema:name Information and Computing Sciences
171 rdf:type schema:DefinedTerm
172 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
173 schema:name Artificial Intelligence and Image Processing
174 rdf:type schema:DefinedTerm
175 sg:person.01004336532.16 schema:affiliation https://www.grid.ac/institutes/grid.5253.1
176 schema:familyName Fackler
177 schema:givenName Oliver T.
178 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01004336532.16
179 rdf:type schema:Person
180 sg:person.01214674260.82 schema:affiliation N4919188de5ef4045bfe1e4f21abc2cfb
181 schema:familyName Rohr
182 schema:givenName Karl
183 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01214674260.82
184 rdf:type schema:Person
185 sg:person.01331122660.37 schema:affiliation https://www.grid.ac/institutes/grid.5253.1
186 schema:familyName Bartenschlager
187 schema:givenName Ralf
188 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01331122660.37
189 rdf:type schema:Person
190 sg:person.01352502372.23 schema:affiliation https://www.grid.ac/institutes/grid.5253.1
191 schema:familyName Müller
192 schema:givenName Barbara
193 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01352502372.23
194 rdf:type schema:Person
195 sg:person.015332264757.10 schema:affiliation N557c26fbb93d4b85be3d7771459c54fd
196 schema:familyName Wollmann
197 schema:givenName Thomas
198 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015332264757.10
199 rdf:type schema:Person
200 sg:person.016554045263.40 schema:affiliation N5906f373893e4473b2f201cd8a3394e9
201 schema:familyName Qiang
202 schema:givenName Yu
203 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016554045263.40
204 rdf:type schema:Person
205 sg:person.0645706216.42 schema:affiliation https://www.grid.ac/institutes/grid.5253.1
206 schema:familyName Imle
207 schema:givenName Andrea
208 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0645706216.42
209 rdf:type schema:Person
210 sg:person.0774400410.10 schema:affiliation https://www.grid.ac/institutes/grid.5253.1
211 schema:familyName Lee
212 schema:givenName Ji Young
213 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0774400410.10
214 rdf:type schema:Person
215 sg:pub.10.1038/nmeth.1237 schema:sameAs https://app.dimensions.ai/details/publication/pub.1014167362
216 https://doi.org/10.1038/nmeth.1237
217 rdf:type schema:CreativeWork
218 sg:pub.10.1038/nmeth.2808 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024682473
219 https://doi.org/10.1038/nmeth.2808
220 rdf:type schema:CreativeWork
221 https://doi.org/10.1016/j.imavis.2016.11.010 schema:sameAs https://app.dimensions.ai/details/publication/pub.1044199721
222 rdf:type schema:CreativeWork
223 https://doi.org/10.1016/j.jsb.2005.06.002 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049009340
224 rdf:type schema:CreativeWork
225 https://doi.org/10.1016/j.ymeth.2016.09.016 schema:sameAs https://app.dimensions.ai/details/publication/pub.1011323855
226 rdf:type schema:CreativeWork
227 https://doi.org/10.1109/iccv.2017.41 schema:sameAs https://app.dimensions.ai/details/publication/pub.1100060404
228 rdf:type schema:CreativeWork
229 https://doi.org/10.1109/isbi.2018.8363615 schema:sameAs https://app.dimensions.ai/details/publication/pub.1104292688
230 rdf:type schema:CreativeWork
231 https://doi.org/10.1109/tip.2005.852787 schema:sameAs https://app.dimensions.ai/details/publication/pub.1001487319
232 rdf:type schema:CreativeWork
233 https://doi.org/10.1109/tip.2014.2303633 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061643860
234 rdf:type schema:CreativeWork
235 https://doi.org/10.1109/tip.2017.2707803 schema:sameAs https://app.dimensions.ai/details/publication/pub.1085849632
236 rdf:type schema:CreativeWork
237 https://doi.org/10.1109/tmi.2014.2359541 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061696393
238 rdf:type schema:CreativeWork
239 https://doi.org/10.1109/tmi.2016.2553401 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061696747
240 rdf:type schema:CreativeWork
241 https://doi.org/10.1109/tpami.2013.97 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061744614
242 rdf:type schema:CreativeWork
243 https://doi.org/10.1162/neco.1997.9.8.1735 schema:sameAs https://app.dimensions.ai/details/publication/pub.1038140272
244 rdf:type schema:CreativeWork
245 https://www.grid.ac/institutes/grid.5253.1 schema:alternateName University Hospital Heidelberg
246 schema:name University Hospital Heidelberg
247 rdf:type schema:Organization
 




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


...