{"id":"https://openalex.org/W1998929974","doi":"https://doi.org/10.1109/isbi.2013.6556675","title":"SHIRC: A simultaneous sparsity model for histopathological image representation and classification","display_name":"SHIRC: A simultaneous sparsity model for histopathological image representation and classification","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W1998929974","doi":"https://doi.org/10.1109/isbi.2013.6556675","mag":"1998929974"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2013.6556675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2013.6556675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th International Symposium on Biomedical Imaging","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5083291263","display_name":"Umamahesh Srinivas","orcid":null},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Umamahesh Srinivas","raw_affiliation_strings":["Pennsylvania State University, University Park, PA, US","Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pennsylvania State University, University Park, PA, US","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078139612","display_name":"Hojjat Seyed Mousavi","orcid":"https://orcid.org/0000-0003-4161-3594"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hojjat Mousavi","raw_affiliation_strings":["Pennsylvania State University, University Park, PA, US","Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pennsylvania State University, University Park, PA, US","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053547219","display_name":"Charles Jeon","orcid":"https://orcid.org/0000-0001-8753-5080"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Charles Jeon","raw_affiliation_strings":["Department of Electrical and Systems Engineering, University of Pennsylvania, USA","Dept. of Electr. & Syst. Eng., Univ. of Pennsylvania, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Systems Engineering, University of Pennsylvania, USA","institution_ids":["https://openalex.org/I79576946"]},{"raw_affiliation_string":"Dept. of Electr. & Syst. Eng., Univ. of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014013504","display_name":"Vishal Monga","orcid":"https://orcid.org/0000-0002-5100-2263"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vishal Monga","raw_affiliation_strings":["Department of Electrical Engineering, Pennsylvania State University, USA","Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Pennsylvania State University, USA","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084447821","display_name":"Arthur L. Hattel","orcid":null},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arthur Hattel","raw_affiliation_strings":["Pennsylvania State University, University Park, PA, US","Dept. of Veterinary & Biomed. Sci., Pennsylvania State Univ., University Park, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pennsylvania State University, University Park, PA, US","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Dept. of Veterinary & Biomed. Sci., Pennsylvania State Univ., University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044467589","display_name":"Bhushan M. Jayarao","orcid":"https://orcid.org/0000-0002-0594-4612"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bhushan Jayarao","raw_affiliation_strings":["Department of Veterinary and Biomedical Sciences, Pennsylvania State University, USA","Dept. of Veterinary & Biomed. Sci., Pennsylvania State Univ., University Park, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Veterinary and Biomedical Sciences, Pennsylvania State University, USA","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Dept. of Veterinary & Biomed. Sci., Pennsylvania State Univ., University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.8826,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.97836055,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1118","last_page":"1121"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.996999979019165,"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"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.716750979423523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6338698863983154},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.611359715461731},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5964438915252686},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5717867016792297},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5058984160423279},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5006959438323975},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4934321939945221},{"id":"https://openalex.org/keywords/sparse-approximation","display_name":"Sparse approximation","score":0.4753527343273163},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4702811539173126},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4683263599872589},{"id":"https://openalex.org/keywords/digital-imaging","display_name":"Digital imaging","score":0.45809727907180786},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.45599788427352905},{"id":"https://openalex.org/keywords/histopathology","display_name":"Histopathology","score":0.42533108592033386},{"id":"https://openalex.org/keywords/digital-image","display_name":"Digital image","score":0.40565359592437744},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2857745289802551},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.14309144020080566},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09460380673408508}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.716750979423523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6338698863983154},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.611359715461731},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5964438915252686},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5717867016792297},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5058984160423279},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5006959438323975},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4934321939945221},{"id":"https://openalex.org/C124066611","wikidata":"https://www.wikidata.org/wiki/Q28684319","display_name":"Sparse approximation","level":2,"score":0.4753527343273163},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4702811539173126},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4683263599872589},{"id":"https://openalex.org/C112416745","wikidata":"https://www.wikidata.org/wiki/Q974213","display_name":"Digital imaging","level":5,"score":0.45809727907180786},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.45599788427352905},{"id":"https://openalex.org/C544855455","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathology","level":2,"score":0.42533108592033386},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.40565359592437744},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2857745289802551},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.14309144020080566},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09460380673408508},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2013.6556675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2013.6556675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th International Symposium on Biomedical Imaging","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1862271172","https://openalex.org/W1974774078","https://openalex.org/W1975103383","https://openalex.org/W1999091558","https://openalex.org/W2103243046","https://openalex.org/W2107901014","https://openalex.org/W2113833709","https://openalex.org/W2124155137","https://openalex.org/W2129812935","https://openalex.org/W2134993189","https://openalex.org/W2155714921","https://openalex.org/W2156909104","https://openalex.org/W2339843299","https://openalex.org/W6639153296"],"related_works":["https://openalex.org/W1876178139","https://openalex.org/W2361205149","https://openalex.org/W2046228508","https://openalex.org/W2003119304","https://openalex.org/W2952657063","https://openalex.org/W3047317905","https://openalex.org/W571580803","https://openalex.org/W1549157317","https://openalex.org/W898586976","https://openalex.org/W1268453668"],"abstract_inverted_index":{"Automated":[0],"classification":[1,58,110],"of":[2,37,47,68,102,133,156,163],"histopathological":[3,22,95,145],"images":[4,23,146],"is":[5,111],"an":[6],"important":[7],"research":[8],"problem":[9],"in":[10,50,65],"medical":[11],"imaging.":[12],"Digital":[13],"histopathology":[14],"exhibits":[15],"two":[16,124],"principally":[17],"distinct":[18],"characteristics:":[19],"1)":[20,129],"invariably":[21],"are":[24],"multi-channel":[25,83,94],"(color)":[26],"with":[27],"key":[28],"geometric":[29,48],"information":[30],"spread":[31],"across":[32],"the":[33,45,66,134,154,157,164],"color":[34],"channels":[35],"instead":[36],"being":[38],"captured":[39],"by":[40,62,113,131],"luminance":[41],"alone,":[42],"and":[43,87,109,143],"2)":[44,144],"richness":[46],"structures":[49],"such":[51],"tissue":[52],"imagery":[53],"makes":[54],"feature":[55],"extraction":[56],"for":[57,70,82],"very":[59],"demanding.":[60],"Inspired":[61],"recent":[63],"work":[64],"use":[67],"sparsity":[69],"single":[71],"channel":[72],"image":[73,96,127],"classification,":[74],"we":[75,91],"propose":[76],"a":[77,93,98,115],"new":[78],"simultaneous":[79,118],"Sparsity":[80],"model":[81,160],"Histopathological":[84],"Image":[85],"Representation":[86],"Classification":[88],"(SHIRC).":[89],"Essentially,":[90],"represent":[92],"as":[97],"sparse":[99],"linear":[100],"combination":[101],"training":[103],"examples":[104],"under":[105],"suitable":[106],"channel-wise":[107],"constraints":[108],"performed":[112],"solving":[114],"newly":[116],"formulated":[117],"sparsity-based":[119],"optimization":[120],"problem.":[121],"Experiments":[122],"on":[123],"challenging":[125],"real-world":[126],"databases:":[128],"provided":[130],"pathologists":[132],"Animal":[135],"Diagnostics":[136],"Lab":[137],"(ADL)":[138],"at":[139],"Pennsylvania":[140],"State":[141],"University,":[142],"corresponding":[147],"to":[148],"intraductal":[149],"breast":[150],"lesions":[151],"[1],":[152],"reveal":[153],"merits":[155],"proposed":[158],"SHIRC":[159],"over":[161],"state":[162],"art":[165],"alternatives.":[166]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":10},{"year":2014,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}