{"id":"https://openalex.org/W1996350067","doi":"https://doi.org/10.1109/tbme.2013.2284600","title":"Advanced Statistical Matrices for Texture Characterization: Application to Cell Classification","display_name":"Advanced Statistical Matrices for Texture Characterization: Application to Cell Classification","publication_year":2013,"publication_date":"2013-10-04","ids":{"openalex":"https://openalex.org/W1996350067","doi":"https://doi.org/10.1109/tbme.2013.2284600","mag":"1996350067","pmid":"https://pubmed.ncbi.nlm.nih.gov/24108747"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2013.2284600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2013.2284600","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089529308","display_name":"Guillaume Thibault","orcid":"https://orcid.org/0000-0002-5294-9184"},"institutions":[{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Guillaume Thibault","raw_affiliation_strings":["Mines-ParisTech, Center for Mathematical Morphology, Fontainebleau, France","Center for Math. Morphology, MinesParisTech, Fontainebleau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mines-ParisTech, Center for Mathematical Morphology, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]},{"raw_affiliation_string":"Center for Math. Morphology, MinesParisTech, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067475182","display_name":"Jes\u00fas Angulo","orcid":"https://orcid.org/0000-0001-7250-5639"},"institutions":[{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jesus Angulo","raw_affiliation_strings":["Ecole des Mines de Paris, Centre de Morphologie Math\u00e9matique, Fontainebleau, France","Centre de Morphologie Math., Ecole des Mines de Paris, Fontainebleau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole des Mines de Paris, Centre de Morphologie Math\u00e9matique, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]},{"raw_affiliation_string":"Centre de Morphologie Math., Ecole des Mines de Paris, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080038836","display_name":"Fernand Meyer","orcid":null},"institutions":[{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fernand Meyer","raw_affiliation_strings":["Ecole des Mines de Paris, Centre de Morphologie Math\u00e9matique, Fontainebleau, France","Centre de Morphologie Math., Ecole des Mines de Paris, Fontainebleau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole des Mines de Paris, Centre de Morphologie Math\u00e9matique, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]},{"raw_affiliation_string":"Centre de Morphologie Math., Ecole des Mines de Paris, Fontainebleau, France","institution_ids":["https://openalex.org/I70768539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I70768539"],"apc_list":null,"apc_paid":null,"fwci":2.2124,"has_fulltext":false,"cited_by_count":283,"citation_normalized_percentile":{"value":0.87488145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"61","issue":"3","first_page":"630","last_page":"637"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/co-occurrence-matrix","display_name":"Co-occurrence matrix","score":0.7085500359535217},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6967856884002686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.627918004989624},{"id":"https://openalex.org/keywords/gray-level","display_name":"Gray level","score":0.6250794529914856},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.6218242049217224},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.607528805732727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5355152487754822},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.5095837116241455},{"id":"https://openalex.org/keywords/grayscale","display_name":"Grayscale","score":0.4951864778995514},{"id":"https://openalex.org/keywords/intensity","display_name":"Intensity (physics)","score":0.4469282031059265},{"id":"https://openalex.org/keywords/statistical-analysis","display_name":"Statistical analysis","score":0.4329723119735718},{"id":"https://openalex.org/keywords/matrix","display_name":"Matrix (chemical analysis)","score":0.4324720501899719},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.42437076568603516},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3966938555240631},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.360621839761734},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3291202485561371},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3114420175552368},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.24790403246879578},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.16314563155174255},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1472650170326233},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.13495928049087524},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.11431089043617249},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07897156476974487}],"concepts":[{"id":"https://openalex.org/C117479156","wikidata":"https://www.wikidata.org/wiki/Q1543908","display_name":"Co-occurrence matrix","level":5,"score":0.7085500359535217},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6967856884002686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.627918004989624},{"id":"https://openalex.org/C2985861186","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Gray level","level":3,"score":0.6250794529914856},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.6218242049217224},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.607528805732727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5355152487754822},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.5095837116241455},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.4951864778995514},{"id":"https://openalex.org/C93038891","wikidata":"https://www.wikidata.org/wiki/Q1061524","display_name":"Intensity (physics)","level":2,"score":0.4469282031059265},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.4329723119735718},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.4324720501899719},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.42437076568603516},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3966938555240631},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.360621839761734},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3291202485561371},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3114420175552368},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.24790403246879578},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.16314563155174255},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1472650170326233},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.13495928049087524},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.11431089043617249},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07897156476974487},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000648","qualifier_name":"ultrastructure","is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000648","qualifier_name":"ultrastructure","is_major_topic":false},{"descriptor_ui":"D002477","descriptor_name":"Cells","qualifier_ui":"Q000648","qualifier_name":"ultrastructure","is_major_topic":false},{"descriptor_ui":"D003584","descriptor_name":"Cytological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003584","descriptor_name":"Cytological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003584","descriptor_name":"Cytological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008856","descriptor_name":"Microscopy, Fluorescence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008856","descriptor_name":"Microscopy, Fluorescence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008856","descriptor_name":"Microscopy, Fluorescence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D042541","descriptor_name":"Intracellular Space","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042541","descriptor_name":"Intracellular Space","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042541","descriptor_name":"Intracellular Space","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2013.2284600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2013.2284600","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:24108747","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24108747","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314128","display_name":"Les Laboratories Pierre Fabre","ror":"https://ror.org/04hdhz511"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W87312633","https://openalex.org/W1552248191","https://openalex.org/W1552367645","https://openalex.org/W1594031697","https://openalex.org/W1680392829","https://openalex.org/W1966566478","https://openalex.org/W1995341919","https://openalex.org/W2001619934","https://openalex.org/W2003304826","https://openalex.org/W2009051392","https://openalex.org/W2030105367","https://openalex.org/W2038780961","https://openalex.org/W2044465660","https://openalex.org/W2065455422","https://openalex.org/W2073232459","https://openalex.org/W2076035429","https://openalex.org/W2076045951","https://openalex.org/W2112081648","https://openalex.org/W2115649343","https://openalex.org/W2119169789","https://openalex.org/W2120240539","https://openalex.org/W2126858379","https://openalex.org/W2153545592","https://openalex.org/W2167277498","https://openalex.org/W2398979342","https://openalex.org/W2614024669","https://openalex.org/W2749429489","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W4212883601","https://openalex.org/W4230212260","https://openalex.org/W4230982142","https://openalex.org/W4298222310","https://openalex.org/W6603553207","https://openalex.org/W6632903457","https://openalex.org/W6637386731","https://openalex.org/W6738172923","https://openalex.org/W6743310068"],"related_works":["https://openalex.org/W2085254577","https://openalex.org/W2353715202","https://openalex.org/W2390142724","https://openalex.org/W2354234745","https://openalex.org/W172934006","https://openalex.org/W2002821148","https://openalex.org/W2282697883","https://openalex.org/W1996792633","https://openalex.org/W2369292282","https://openalex.org/W2367286358"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"new":[3],"structural":[4],"statistical":[5],"matrices":[6],"which":[7],"are":[8,68],"gray":[9,36],"level":[10],"size":[11],"zone":[12,30,92],"matrix":[13,101],"(SZM)":[14],"texture":[15,65,107],"descriptor":[16],"variants.":[17],"The":[18,38,80,96],"SZM":[19],"is":[20,99],"based":[21],"on":[22],"the":[23,34,42,52,84,88,105,111,115],"cooccurrences":[24],"of":[25,27,118],"size/intensity":[26],"each":[28,119],"flat":[29],"(connected":[31],"pixels":[32],"with":[33],"same":[35],"level).":[37],"first":[39],"improvement":[40],"increases":[41],"information":[43],"processed":[44],"by":[45,109],"merging":[46],"multiple":[47],"gray-level":[48],"quantizations":[49],"and":[50],"reduces":[51],"required":[53],"parameter":[54],"numbers.":[55],"New":[56],"improved":[57],"descriptors":[58],"were":[59],"especially":[60],"designed":[61],"for":[62,104],"supervised":[63],"cell":[64,78],"classification.":[66],"They":[67],"illustrated":[69],"thanks":[70],"to":[71,91],"two":[72],"different":[73],"databases":[74],"built":[75],"from":[76],"quantitative":[77],"biology.":[79],"second":[81],"alternative":[82],"characterizes":[83],"DNA":[85],"organization":[86],"during":[87],"mitosis,":[89],"according":[90],"intensities":[93],"radial":[94],"distribution.":[95],"third":[97],"variant":[98],"a":[100],"structure":[102],"generalization":[103],"fibrous":[106],"analysis,":[108],"changing":[110],"intensity/size":[112],"pair":[113,117],"into":[114],"length/orientation":[116],"region.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":45},{"year":2023,"cited_by_count":40},{"year":2022,"cited_by_count":32},{"year":2021,"cited_by_count":33},{"year":2020,"cited_by_count":32},{"year":2019,"cited_by_count":23},{"year":2018,"cited_by_count":18},{"year":2017,"cited_by_count":17},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
