{"id":"https://openalex.org/W4312095969","doi":"https://doi.org/10.1109/cisp-bmei56279.2022.9979867","title":"Classification of Chest X-ray Images Based on Superpixels and Deep Learning Models","display_name":"Classification of Chest X-ray Images Based on Superpixels and Deep Learning Models","publication_year":2022,"publication_date":"2022-11-05","ids":{"openalex":"https://openalex.org/W4312095969","doi":"https://doi.org/10.1109/cisp-bmei56279.2022.9979867"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei56279.2022.9979867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei56279.2022.9979867","pdf_url":null,"source":{"id":"https://openalex.org/S4363605502","display_name":"2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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/A5069925212","display_name":"Saichao Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Saichao Lu","raw_affiliation_strings":["School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019373318","display_name":"Yingmei Qin","orcid":"https://orcid.org/0000-0001-9912-4780"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingmei Qin","raw_affiliation_strings":["School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030231985","display_name":"Yanqiu Che","orcid":"https://orcid.org/0000-0002-5988-7908"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqiu Che","raw_affiliation_strings":["School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin Key Laboratory of Information Sensing & Intelligent Control,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102012405","display_name":"Haibing Guo","orcid":"https://orcid.org/0000-0002-1634-3302"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haibing Guo","raw_affiliation_strings":["Tianjin SIASUN Robot & Automation CO., Ltd,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"Tianjin SIASUN Robot & Automation CO., Ltd,Tianjin,China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069925212"],"corresponding_institution_ids":["https://openalex.org/I133270356"],"apc_list":null,"apc_paid":null,"fwci":0.2235,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48765155,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9921000003814697,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7929675579071045},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7751458883285522},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6999414563179016},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5947418212890625},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.47855764627456665},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46937063336372375},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3317108154296875}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7929675579071045},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7751458883285522},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6999414563179016},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5947418212890625},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.47855764627456665},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46937063336372375},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3317108154296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei56279.2022.9979867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei56279.2022.9979867","pdf_url":null,"source":{"id":"https://openalex.org/S4363605502","display_name":"2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6597401283","display_name":null,"funder_award_id":"61801328,62103301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1589459581","https://openalex.org/W1817561967","https://openalex.org/W1995972830","https://openalex.org/W2026944355","https://openalex.org/W2104125540","https://openalex.org/W2151251813","https://openalex.org/W2194775991","https://openalex.org/W2611650229","https://openalex.org/W2746791238","https://openalex.org/W2777186991","https://openalex.org/W2944090748","https://openalex.org/W2963351448","https://openalex.org/W2963446712","https://openalex.org/W2995942064","https://openalex.org/W3011430986","https://openalex.org/W3083622693","https://openalex.org/W3086039674","https://openalex.org/W3086928989","https://openalex.org/W3091770411","https://openalex.org/W3099183222","https://openalex.org/W3101156210","https://openalex.org/W3104951425","https://openalex.org/W3132499588","https://openalex.org/W3139379779","https://openalex.org/W3193966689","https://openalex.org/W6631190155"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4383066092","https://openalex.org/W2795259429","https://openalex.org/W2291489469","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Chest":[0],"X-ray":[1,23,67,92,105,113],"image-based":[2],"diagnosis":[3,8],"as":[4],"an":[5],"important":[6],"auxiliary":[7],"method":[9],"is":[10],"widely":[11],"used":[12,86],"in":[13,21,38,116,123],"modern":[14],"medical":[15],"scenarios.":[16],"To":[17],"overcome":[18],"the":[19,64,81,89,102,107,120],"difficulties":[20],"chest":[22,66,91,104,112],"image":[24,31,68],"classification":[25,44],"caused":[26],"by":[27],"large":[28],"workload":[29],"of":[30,36,77],"data":[32],"and":[33,49,58,74,119],"many":[34],"types":[35],"diseases,":[37],"this":[39],"paper,":[40],"we":[41],"propose":[42],"a":[43],"scheme":[45],"based":[46],"on":[47],"superpixels":[48],"deep":[50,54,82],"learning":[51,55,83],"models.":[52],"The":[53,94],"models":[56,84],"ResNet":[57,108],"DenseNet":[59,121],"are":[60,85],"firstly":[61],"trained":[62],"using":[63,101],"open-source":[65],"dataset":[69],"ChestX-ray8,":[70],"containing":[71],"normal":[72],"categories":[73],"14":[75],"kinds":[76],"diseases.":[78],"And":[79],"then":[80],"to":[87,100],"classify":[88],"superpixels-processed":[90,111],"images.":[93],"experimental":[95],"results":[96],"show":[97],"that,":[98],"comparing":[99],"raw":[103],"images,":[106],"model":[109],"with":[110],"images":[114],"outperforms":[115,122],"four":[117],"categories,":[118],"another":[124],"three":[125],"categories.":[126]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}