A Combined Approach of Multiscale Texture Analysis and Interest Point/Corner Detectors for Microcalcifications Diagnosis View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018-03-28

AUTHORS

Liliana Losurdo , Annarita Fanizzi , Teresa M. A. Basile , Roberto Bellotti , Ubaldo Bottigli , Rosalba Dentamaro , Vittorio Didonna , Alfonso Fausto , Raffaella Massafra , Alfonso Monaco , Marco Moschetta , Ondina Popescu , Pasquale Tamborra , Sabina Tangaro , Daniele La Forgia

ABSTRACT

Screening programs use mammography as primary diagnostic tool for detecting breast cancer at an early stage. The diagnosis of some lesions, such as microcalcifications, is still difficult today for radiologists. In this paper, we proposed an automatic model for characterizing and discriminating tissue in normal/abnormal and benign/malign in digital mammograms, as support tool for the radiologists. We trained a Random Forest classifier on some textural features extracted on a multiscale image decomposition based on the Haar wavelet transform combined with the interest points and corners detected by using Speeded Up Robust Feature (SURF) and Minimum Eigenvalue Algorithm (MinEigenAlg), respectively. We tested the proposed model on 192 ROIs extracted from 176 digital mammograms of a public database. The model proposed was high performing in the prediction of the normal/abnormal and benign/malignant ROIs, with a median AUC value of and , respectively. The experimental result was comparable with related work performance. More... »

PAGES

302-313

Book

TITLE

Bioinformatics and Biomedical Engineering

ISBN

978-3-319-78722-0
978-3-319-78723-7

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-78723-7_26

DOI

http://dx.doi.org/10.1007/978-3-319-78723-7_26

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1101793685


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": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Losurdo", 
        "givenName": "Liliana", 
        "id": "sg:person.011206602513.18", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011206602513.18"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Fanizzi", 
        "givenName": "Annarita", 
        "id": "sg:person.013402754773.20", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013402754773.20"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Bari Aldo Moro", 
          "id": "https://www.grid.ac/institutes/grid.7644.1", 
          "name": [
            "Department of Physics, University of Bari \u201cAldo Moro\u201d, Bari, Italy", 
            "Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Basile", 
        "givenName": "Teresa M. A.", 
        "id": "sg:person.010177222463.27", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010177222463.27"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Bari Aldo Moro", 
          "id": "https://www.grid.ac/institutes/grid.7644.1", 
          "name": [
            "Department of Physics, University of Bari \u201cAldo Moro\u201d, Bari, Italy", 
            "Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bellotti", 
        "givenName": "Roberto", 
        "id": "sg:person.01177646553.75", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01177646553.75"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Siena", 
          "id": "https://www.grid.ac/institutes/grid.9024.f", 
          "name": [
            "Department of Physical Sciences, Earth and Environment, University of Siena, Siena, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bottigli", 
        "givenName": "Ubaldo", 
        "id": "sg:person.01315605303.42", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01315605303.42"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Dentamaro", 
        "givenName": "Rosalba", 
        "id": "sg:person.01054300370.23", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01054300370.23"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Didonna", 
        "givenName": "Vittorio", 
        "id": "sg:person.0711045622.05", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0711045622.05"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Azienda Ospedaliera Universitaria Senese", 
          "id": "https://www.grid.ac/institutes/grid.411477.0", 
          "name": [
            "Department of Diagnostic Imaging, University Hospital of Siena, Siena, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Fausto", 
        "givenName": "Alfonso", 
        "id": "sg:person.0726026634.02", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0726026634.02"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Massafra", 
        "givenName": "Raffaella", 
        "id": "sg:person.012340652553.52", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012340652553.52"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Monaco", 
        "givenName": "Alfonso", 
        "id": "sg:person.011013677607.19", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011013677607.19"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Bari Aldo Moro", 
          "id": "https://www.grid.ac/institutes/grid.7644.1", 
          "name": [
            "Interdisciplinary Department of Medicine, University of Bari \u201cAldo Moro\u201d, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Moschetta", 
        "givenName": "Marco", 
        "id": "sg:person.01035557020.09", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01035557020.09"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Popescu", 
        "givenName": "Ondina", 
        "id": "sg:person.01227032441.71", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01227032441.71"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Tamborra", 
        "givenName": "Pasquale", 
        "id": "sg:person.01214714141.12", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01214714141.12"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Tangaro", 
        "givenName": "Sabina", 
        "id": "sg:person.01265762603.77", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01265762603.77"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "I.R.C.C.S. \u201cGiovanni Paolo II\u201d National Cancer Centre, Bari, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "La Forgia", 
        "givenName": "Daniele", 
        "id": "sg:person.012021724153.11", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012021724153.11"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "sg:pub.10.1186/bcr2739", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1000726205", 
          "https://doi.org/10.1186/bcr2739"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1001/jama.293.10.1245", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1002649796"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1118/1.598389", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1005400221"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1118/1.1655711", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1009883564"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1186/1475-925x-11-96", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1010763862", 
          "https://doi.org/10.1186/1475-925x-11-96"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1056/nejmcp021804", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1013031234"
        ], 
        "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": "sg:pub.10.1007/s10916-011-9693-2", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1026152814", 
          "https://doi.org/10.1007/s10916-011-9693-2"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1118/1.3121511", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1026719570"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/s0031-3203(03)00192-4", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1028538910"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/s0031-3203(03)00192-4", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1028538910"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1186/1471-2342-14-23", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040392670", 
          "https://doi.org/10.1186/1471-2342-14-23"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.knosys.2011.11.021", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040459546"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1118/1.4938059", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040954312"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.cviu.2007.09.014", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040969278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.eij.2015.08.001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1042497210"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/b978-012119792-6/50130-3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1045512598"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1155/2013/615254", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1048179224"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1158/1055-9965.epi-06-0034", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049006559"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/34.192463", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061155760"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tbme.2014.2385102", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061529751"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tc.1978.1674971", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061531976"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/bmj.312.7034.809", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062775307"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/bmj.312.7034.809", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062775307"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.14569/ijacsa.2016.070417", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1067339842"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.2214/ajr.126.6.1130", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1069308490"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1148/radiology.198.3.8628853", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1082885149"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/cvpr.1994.323794", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1093488775"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2018-03-28", 
    "datePublishedReg": "2018-03-28", 
    "description": "Screening programs use mammography as primary diagnostic tool for detecting breast cancer at an early stage. The diagnosis of some lesions, such as microcalcifications, is still difficult today for radiologists. In this paper, we proposed an automatic model for characterizing and discriminating tissue in normal/abnormal and benign/malign in digital mammograms, as support tool for the radiologists. We trained a Random Forest classifier on some textural features extracted on a multiscale image decomposition based on the Haar wavelet transform combined with the interest points and corners detected by using Speeded Up Robust Feature (SURF) and Minimum Eigenvalue Algorithm (MinEigenAlg), respectively. We tested the proposed model on 192 ROIs extracted from 176 digital mammograms of a public database. The model proposed was high performing in the prediction of the normal/abnormal and benign/malignant ROIs, with a median AUC value of and , respectively. The experimental result was comparable with related work performance.", 
    "editor": [
      {
        "familyName": "Rojas", 
        "givenName": "Ignacio", 
        "type": "Person"
      }, 
      {
        "familyName": "Ortu\u00f1o", 
        "givenName": "Francisco", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-78723-7_26", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-78722-0", 
        "978-3-319-78723-7"
      ], 
      "name": "Bioinformatics and Biomedical Engineering", 
      "type": "Book"
    }, 
    "name": "A Combined Approach of Multiscale Texture Analysis and Interest Point/Corner Detectors for Microcalcifications Diagnosis", 
    "pagination": "302-313", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-78723-7_26"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "7cc35689314bb6406f1721d3aa0467b0160e8c16ff50297a47037e18e4b086da"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1101793685"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-78723-7_26", 
      "https://app.dimensions.ai/details/publication/pub.1101793685"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-16T05:00", 
    "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/v90/0000000325_0000000325/records_100791_00000000.jsonl", 
    "type": "Chapter", 
    "url": "https://link.springer.com/10.1007%2F978-3-319-78723-7_26"
  }
]
 

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.10.1007/978-3-319-78723-7_26'

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

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-78723-7_26'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-78723-7_26'

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

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-78723-7_26'


 

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

279 TRIPLES      23 PREDICATES      52 URIs      19 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-78723-7_26 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author N5dd5de6665d04aaa893d2939b4cbc8dd
4 schema:citation sg:pub.10.1007/s10916-011-9693-2
5 sg:pub.10.1023/a:1010933404324
6 sg:pub.10.1186/1471-2342-14-23
7 sg:pub.10.1186/1475-925x-11-96
8 sg:pub.10.1186/bcr2739
9 https://doi.org/10.1001/jama.293.10.1245
10 https://doi.org/10.1016/b978-012119792-6/50130-3
11 https://doi.org/10.1016/j.cviu.2007.09.014
12 https://doi.org/10.1016/j.eij.2015.08.001
13 https://doi.org/10.1016/j.knosys.2011.11.021
14 https://doi.org/10.1016/s0031-3203(03)00192-4
15 https://doi.org/10.1056/nejmcp021804
16 https://doi.org/10.1109/34.192463
17 https://doi.org/10.1109/cvpr.1994.323794
18 https://doi.org/10.1109/tbme.2014.2385102
19 https://doi.org/10.1109/tc.1978.1674971
20 https://doi.org/10.1118/1.1655711
21 https://doi.org/10.1118/1.3121511
22 https://doi.org/10.1118/1.4938059
23 https://doi.org/10.1118/1.598389
24 https://doi.org/10.1136/bmj.312.7034.809
25 https://doi.org/10.1148/radiology.198.3.8628853
26 https://doi.org/10.1155/2013/615254
27 https://doi.org/10.1158/1055-9965.epi-06-0034
28 https://doi.org/10.14569/ijacsa.2016.070417
29 https://doi.org/10.2214/ajr.126.6.1130
30 schema:datePublished 2018-03-28
31 schema:datePublishedReg 2018-03-28
32 schema:description Screening programs use mammography as primary diagnostic tool for detecting breast cancer at an early stage. The diagnosis of some lesions, such as microcalcifications, is still difficult today for radiologists. In this paper, we proposed an automatic model for characterizing and discriminating tissue in normal/abnormal and benign/malign in digital mammograms, as support tool for the radiologists. We trained a Random Forest classifier on some textural features extracted on a multiscale image decomposition based on the Haar wavelet transform combined with the interest points and corners detected by using Speeded Up Robust Feature (SURF) and Minimum Eigenvalue Algorithm (MinEigenAlg), respectively. We tested the proposed model on 192 ROIs extracted from 176 digital mammograms of a public database. The model proposed was high performing in the prediction of the normal/abnormal and benign/malignant ROIs, with a median AUC value of and , respectively. The experimental result was comparable with related work performance.
33 schema:editor Nb972bba3f4bb439092577237f7b06747
34 schema:genre chapter
35 schema:inLanguage en
36 schema:isAccessibleForFree false
37 schema:isPartOf Ndd0a2e4c5b6d40689f14086accde36e4
38 schema:name A Combined Approach of Multiscale Texture Analysis and Interest Point/Corner Detectors for Microcalcifications Diagnosis
39 schema:pagination 302-313
40 schema:productId N955fee91b6c641639d0eff4bf5179eec
41 Naaa338cf42924cc6809bd64213890c88
42 Nea88ba89df7e4a9a9b23683b5bb2d67a
43 schema:publisher Nbd2237ffb92045528b8263643e9a649f
44 schema:sameAs https://app.dimensions.ai/details/publication/pub.1101793685
45 https://doi.org/10.1007/978-3-319-78723-7_26
46 schema:sdDatePublished 2019-04-16T05:00
47 schema:sdLicense https://scigraph.springernature.com/explorer/license/
48 schema:sdPublisher N7f346844469f4d84916b9861d9a50301
49 schema:url https://link.springer.com/10.1007%2F978-3-319-78723-7_26
50 sgo:license sg:explorer/license/
51 sgo:sdDataset chapters
52 rdf:type schema:Chapter
53 N042a05c7e155402b991fdac9ceeed1bf rdf:first sg:person.01265762603.77
54 rdf:rest Nd22668573c874a0abc883e7e1d5d50ac
55 N0fa1f32d6e474e529d770dccf9f05d33 rdf:first sg:person.01054300370.23
56 rdf:rest Nd4b48a49ea5f4779aaa7624e9e4d70af
57 N17baf235c5f042479bb4e73d9bbf9ca8 schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
58 rdf:type schema:Organization
59 N1bf295ec1d544cca89c11f806bf2cd1e schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
60 rdf:type schema:Organization
61 N2063d447facc4f148e92ea155782bb0b rdf:first sg:person.0726026634.02
62 rdf:rest N455d00183ef64791aa87e62cf225a7ab
63 N25469f201bd7471f96780c9e3c59b566 rdf:first N2d3caee53718463284265732c1b488a1
64 rdf:rest rdf:nil
65 N26ecb93c161142d2945711cd2e0621ad schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
66 rdf:type schema:Organization
67 N2d3caee53718463284265732c1b488a1 schema:familyName Ortuño
68 schema:givenName Francisco
69 rdf:type schema:Person
70 N3331466f306a47b1bc53245b3da9ff24 schema:name Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy
71 rdf:type schema:Organization
72 N437e2c8015454647a346a7fc9a30d622 schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
73 rdf:type schema:Organization
74 N455d00183ef64791aa87e62cf225a7ab rdf:first sg:person.012340652553.52
75 rdf:rest Nc80f85f7a3e1401186b06ea1cd474187
76 N5988bf611f534456aa4201c77288d511 schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
77 rdf:type schema:Organization
78 N5dd5de6665d04aaa893d2939b4cbc8dd rdf:first sg:person.011206602513.18
79 rdf:rest N73bb10f6b89346a9b5914cd2aa34a101
80 N73bb10f6b89346a9b5914cd2aa34a101 rdf:first sg:person.013402754773.20
81 rdf:rest N86cf98696de445cb98ec5ca9497e8407
82 N7f346844469f4d84916b9861d9a50301 schema:name Springer Nature - SN SciGraph project
83 rdf:type schema:Organization
84 N847863c72ec24ac6a4edd6b54d64028b schema:familyName Rojas
85 schema:givenName Ignacio
86 rdf:type schema:Person
87 N86cf98696de445cb98ec5ca9497e8407 rdf:first sg:person.010177222463.27
88 rdf:rest N886178e9e50240d7b4b4fd16d9da55c0
89 N886178e9e50240d7b4b4fd16d9da55c0 rdf:first sg:person.01177646553.75
90 rdf:rest Ncfab0fea112248ba98f39ed213cad944
91 N909eb6a41b0c4855803b2866a9929a11 schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
92 rdf:type schema:Organization
93 N955fee91b6c641639d0eff4bf5179eec schema:name dimensions_id
94 schema:value pub.1101793685
95 rdf:type schema:PropertyValue
96 Naaa338cf42924cc6809bd64213890c88 schema:name readcube_id
97 schema:value 7cc35689314bb6406f1721d3aa0467b0160e8c16ff50297a47037e18e4b086da
98 rdf:type schema:PropertyValue
99 Naf7de25e8a944de79949f003fdbf95ff schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
100 rdf:type schema:Organization
101 Nb972bba3f4bb439092577237f7b06747 rdf:first N847863c72ec24ac6a4edd6b54d64028b
102 rdf:rest N25469f201bd7471f96780c9e3c59b566
103 Nbd2237ffb92045528b8263643e9a649f schema:location Cham
104 schema:name Springer International Publishing
105 rdf:type schema:Organisation
106 Nbf9ba8a54f4d4896818d40195bd6342b rdf:first sg:person.01227032441.71
107 rdf:rest Nc60fe71f741c41d58bc92bc0b6a2f6bd
108 Nc2565814a420462780ab7ad4713f7e73 schema:name Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy
109 rdf:type schema:Organization
110 Nc60fe71f741c41d58bc92bc0b6a2f6bd rdf:first sg:person.01214714141.12
111 rdf:rest N042a05c7e155402b991fdac9ceeed1bf
112 Nc80f85f7a3e1401186b06ea1cd474187 rdf:first sg:person.011013677607.19
113 rdf:rest Ne0903be2fffc4896a75e08405bb84d51
114 Ncfab0fea112248ba98f39ed213cad944 rdf:first sg:person.01315605303.42
115 rdf:rest N0fa1f32d6e474e529d770dccf9f05d33
116 Nd22668573c874a0abc883e7e1d5d50ac rdf:first sg:person.012021724153.11
117 rdf:rest rdf:nil
118 Nd4b48a49ea5f4779aaa7624e9e4d70af rdf:first sg:person.0711045622.05
119 rdf:rest N2063d447facc4f148e92ea155782bb0b
120 Ndd0a2e4c5b6d40689f14086accde36e4 schema:isbn 978-3-319-78722-0
121 978-3-319-78723-7
122 schema:name Bioinformatics and Biomedical Engineering
123 rdf:type schema:Book
124 Ne0903be2fffc4896a75e08405bb84d51 rdf:first sg:person.01035557020.09
125 rdf:rest Nbf9ba8a54f4d4896818d40195bd6342b
126 Ne244d1c07161431381a7e2fd86ccc5f7 schema:name I.R.C.C.S. “Giovanni Paolo II” National Cancer Centre, Bari, Italy
127 rdf:type schema:Organization
128 Nea88ba89df7e4a9a9b23683b5bb2d67a schema:name doi
129 schema:value 10.1007/978-3-319-78723-7_26
130 rdf:type schema:PropertyValue
131 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
132 schema:name Information and Computing Sciences
133 rdf:type schema:DefinedTerm
134 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
135 schema:name Artificial Intelligence and Image Processing
136 rdf:type schema:DefinedTerm
137 sg:person.010177222463.27 schema:affiliation https://www.grid.ac/institutes/grid.7644.1
138 schema:familyName Basile
139 schema:givenName Teresa M. A.
140 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010177222463.27
141 rdf:type schema:Person
142 sg:person.01035557020.09 schema:affiliation https://www.grid.ac/institutes/grid.7644.1
143 schema:familyName Moschetta
144 schema:givenName Marco
145 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01035557020.09
146 rdf:type schema:Person
147 sg:person.01054300370.23 schema:affiliation N1bf295ec1d544cca89c11f806bf2cd1e
148 schema:familyName Dentamaro
149 schema:givenName Rosalba
150 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01054300370.23
151 rdf:type schema:Person
152 sg:person.011013677607.19 schema:affiliation Nc2565814a420462780ab7ad4713f7e73
153 schema:familyName Monaco
154 schema:givenName Alfonso
155 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011013677607.19
156 rdf:type schema:Person
157 sg:person.011206602513.18 schema:affiliation N17baf235c5f042479bb4e73d9bbf9ca8
158 schema:familyName Losurdo
159 schema:givenName Liliana
160 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011206602513.18
161 rdf:type schema:Person
162 sg:person.01177646553.75 schema:affiliation https://www.grid.ac/institutes/grid.7644.1
163 schema:familyName Bellotti
164 schema:givenName Roberto
165 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01177646553.75
166 rdf:type schema:Person
167 sg:person.012021724153.11 schema:affiliation N26ecb93c161142d2945711cd2e0621ad
168 schema:familyName La Forgia
169 schema:givenName Daniele
170 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012021724153.11
171 rdf:type schema:Person
172 sg:person.01214714141.12 schema:affiliation N5988bf611f534456aa4201c77288d511
173 schema:familyName Tamborra
174 schema:givenName Pasquale
175 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01214714141.12
176 rdf:type schema:Person
177 sg:person.01227032441.71 schema:affiliation N437e2c8015454647a346a7fc9a30d622
178 schema:familyName Popescu
179 schema:givenName Ondina
180 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01227032441.71
181 rdf:type schema:Person
182 sg:person.012340652553.52 schema:affiliation Naf7de25e8a944de79949f003fdbf95ff
183 schema:familyName Massafra
184 schema:givenName Raffaella
185 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012340652553.52
186 rdf:type schema:Person
187 sg:person.01265762603.77 schema:affiliation N3331466f306a47b1bc53245b3da9ff24
188 schema:familyName Tangaro
189 schema:givenName Sabina
190 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01265762603.77
191 rdf:type schema:Person
192 sg:person.01315605303.42 schema:affiliation https://www.grid.ac/institutes/grid.9024.f
193 schema:familyName Bottigli
194 schema:givenName Ubaldo
195 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01315605303.42
196 rdf:type schema:Person
197 sg:person.013402754773.20 schema:affiliation Ne244d1c07161431381a7e2fd86ccc5f7
198 schema:familyName Fanizzi
199 schema:givenName Annarita
200 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013402754773.20
201 rdf:type schema:Person
202 sg:person.0711045622.05 schema:affiliation N909eb6a41b0c4855803b2866a9929a11
203 schema:familyName Didonna
204 schema:givenName Vittorio
205 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0711045622.05
206 rdf:type schema:Person
207 sg:person.0726026634.02 schema:affiliation https://www.grid.ac/institutes/grid.411477.0
208 schema:familyName Fausto
209 schema:givenName Alfonso
210 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0726026634.02
211 rdf:type schema:Person
212 sg:pub.10.1007/s10916-011-9693-2 schema:sameAs https://app.dimensions.ai/details/publication/pub.1026152814
213 https://doi.org/10.1007/s10916-011-9693-2
214 rdf:type schema:CreativeWork
215 sg:pub.10.1023/a:1010933404324 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024739340
216 https://doi.org/10.1023/a:1010933404324
217 rdf:type schema:CreativeWork
218 sg:pub.10.1186/1471-2342-14-23 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040392670
219 https://doi.org/10.1186/1471-2342-14-23
220 rdf:type schema:CreativeWork
221 sg:pub.10.1186/1475-925x-11-96 schema:sameAs https://app.dimensions.ai/details/publication/pub.1010763862
222 https://doi.org/10.1186/1475-925x-11-96
223 rdf:type schema:CreativeWork
224 sg:pub.10.1186/bcr2739 schema:sameAs https://app.dimensions.ai/details/publication/pub.1000726205
225 https://doi.org/10.1186/bcr2739
226 rdf:type schema:CreativeWork
227 https://doi.org/10.1001/jama.293.10.1245 schema:sameAs https://app.dimensions.ai/details/publication/pub.1002649796
228 rdf:type schema:CreativeWork
229 https://doi.org/10.1016/b978-012119792-6/50130-3 schema:sameAs https://app.dimensions.ai/details/publication/pub.1045512598
230 rdf:type schema:CreativeWork
231 https://doi.org/10.1016/j.cviu.2007.09.014 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040969278
232 rdf:type schema:CreativeWork
233 https://doi.org/10.1016/j.eij.2015.08.001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1042497210
234 rdf:type schema:CreativeWork
235 https://doi.org/10.1016/j.knosys.2011.11.021 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040459546
236 rdf:type schema:CreativeWork
237 https://doi.org/10.1016/s0031-3203(03)00192-4 schema:sameAs https://app.dimensions.ai/details/publication/pub.1028538910
238 rdf:type schema:CreativeWork
239 https://doi.org/10.1056/nejmcp021804 schema:sameAs https://app.dimensions.ai/details/publication/pub.1013031234
240 rdf:type schema:CreativeWork
241 https://doi.org/10.1109/34.192463 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061155760
242 rdf:type schema:CreativeWork
243 https://doi.org/10.1109/cvpr.1994.323794 schema:sameAs https://app.dimensions.ai/details/publication/pub.1093488775
244 rdf:type schema:CreativeWork
245 https://doi.org/10.1109/tbme.2014.2385102 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061529751
246 rdf:type schema:CreativeWork
247 https://doi.org/10.1109/tc.1978.1674971 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061531976
248 rdf:type schema:CreativeWork
249 https://doi.org/10.1118/1.1655711 schema:sameAs https://app.dimensions.ai/details/publication/pub.1009883564
250 rdf:type schema:CreativeWork
251 https://doi.org/10.1118/1.3121511 schema:sameAs https://app.dimensions.ai/details/publication/pub.1026719570
252 rdf:type schema:CreativeWork
253 https://doi.org/10.1118/1.4938059 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040954312
254 rdf:type schema:CreativeWork
255 https://doi.org/10.1118/1.598389 schema:sameAs https://app.dimensions.ai/details/publication/pub.1005400221
256 rdf:type schema:CreativeWork
257 https://doi.org/10.1136/bmj.312.7034.809 schema:sameAs https://app.dimensions.ai/details/publication/pub.1062775307
258 rdf:type schema:CreativeWork
259 https://doi.org/10.1148/radiology.198.3.8628853 schema:sameAs https://app.dimensions.ai/details/publication/pub.1082885149
260 rdf:type schema:CreativeWork
261 https://doi.org/10.1155/2013/615254 schema:sameAs https://app.dimensions.ai/details/publication/pub.1048179224
262 rdf:type schema:CreativeWork
263 https://doi.org/10.1158/1055-9965.epi-06-0034 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049006559
264 rdf:type schema:CreativeWork
265 https://doi.org/10.14569/ijacsa.2016.070417 schema:sameAs https://app.dimensions.ai/details/publication/pub.1067339842
266 rdf:type schema:CreativeWork
267 https://doi.org/10.2214/ajr.126.6.1130 schema:sameAs https://app.dimensions.ai/details/publication/pub.1069308490
268 rdf:type schema:CreativeWork
269 https://www.grid.ac/institutes/grid.411477.0 schema:alternateName Azienda Ospedaliera Universitaria Senese
270 schema:name Department of Diagnostic Imaging, University Hospital of Siena, Siena, Italy
271 rdf:type schema:Organization
272 https://www.grid.ac/institutes/grid.7644.1 schema:alternateName University of Bari Aldo Moro
273 schema:name Bari Division, INFN National Institute for Nuclear Physics, Bari, Italy
274 Department of Physics, University of Bari “Aldo Moro”, Bari, Italy
275 Interdisciplinary Department of Medicine, University of Bari “Aldo Moro”, Bari, Italy
276 rdf:type schema:Organization
277 https://www.grid.ac/institutes/grid.9024.f schema:alternateName University of Siena
278 schema:name Department of Physical Sciences, Earth and Environment, University of Siena, Siena, Italy
279 rdf:type schema:Organization
 




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


...