{"id":"https://openalex.org/W4388430257","doi":"https://doi.org/10.1109/jbhi.2023.3329542","title":"Difference-Deformable Convolution With Pseudo Scale Instance Map for Cell Localization","display_name":"Difference-Deformable Convolution With Pseudo Scale Instance Map for Cell Localization","publication_year":2023,"publication_date":"2023-11-06","ids":{"openalex":"https://openalex.org/W4388430257","doi":"https://doi.org/10.1109/jbhi.2023.3329542","pmid":"https://pubmed.ncbi.nlm.nih.gov/37930928"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3329542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3329542","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5101787439","display_name":"Chengyang Zhang","orcid":"https://orcid.org/0000-0003-3658-5779"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengyang Zhang","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3658-5779","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699903","display_name":"Jie Chen","orcid":"https://orcid.org/0000-0001-7376-1706"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Chen","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-7376-1706","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374491","display_name":"Bo Li","orcid":"https://orcid.org/0000-0003-0608-1502"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Li","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0608-1502","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101937403","display_name":"Min Feng","orcid":"https://orcid.org/0000-0002-6861-6595"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089228","display_name":"West China Second University Hospital of Sichuan University","ror":"https://ror.org/00726et14","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089228"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Feng","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","Department of Pathology, West China Second University Hospital of Sichuan University/Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-6861-6595","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"Department of Pathology, West China Second University Hospital of Sichuan University/Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012247372","display_name":"Yongquan Yang","orcid":"https://orcid.org/0000-0002-3965-4816"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongquan Yang","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-3965-4816","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066454103","display_name":"Qikui Zhu","orcid":"https://orcid.org/0000-0002-2779-4766"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qikui Zhu","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-2779-4766","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113040988","display_name":"Hong Bu","orcid":"https://orcid.org/0000-0001-7472-6443"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Bu Bu","raw_affiliation_strings":["Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-7472-6443","affiliations":[{"raw_affiliation_string":"Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101787439"],"corresponding_institution_ids":["https://openalex.org/I24185976","https://openalex.org/I37796252"],"apc_list":null,"apc_paid":null,"fwci":1.5582,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.85464571,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"28","issue":"1","first_page":"355","last_page":"366"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9984999895095825,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9983999729156494,"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/computer-science","display_name":"Computer science","score":0.7718536853790283},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7057586908340454},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6324799060821533},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6320486068725586},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6186895370483398},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6179472208023071},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5759243965148926},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5446949601173401},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47808313369750977},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41399556398391724},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1536790132522583},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.08711454272270203}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7718536853790283},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7057586908340454},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6324799060821533},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6320486068725586},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6186895370483398},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6179472208023071},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5759243965148926},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5446949601173401},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47808313369750977},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41399556398391724},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1536790132522583},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.08711454272270203},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3329542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3329542","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37930928","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37930928","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2194775991","https://openalex.org/W2312404985","https://openalex.org/W2339885376","https://openalex.org/W2601564443","https://openalex.org/W2784592326","https://openalex.org/W2916798096","https://openalex.org/W2945576057","https://openalex.org/W2962716568","https://openalex.org/W2963446712","https://openalex.org/W2963618258","https://openalex.org/W2964209782","https://openalex.org/W2974825848","https://openalex.org/W2979364816","https://openalex.org/W2984155152","https://openalex.org/W3014304846","https://openalex.org/W3035459165","https://openalex.org/W3082043744","https://openalex.org/W3091692930","https://openalex.org/W3113041473","https://openalex.org/W3127751679","https://openalex.org/W3131500599","https://openalex.org/W3167976421","https://openalex.org/W3191723323","https://openalex.org/W3194605760","https://openalex.org/W3196107618","https://openalex.org/W3200847902","https://openalex.org/W3204103340","https://openalex.org/W3205959741","https://openalex.org/W3210550184","https://openalex.org/W3214067976","https://openalex.org/W4214774769","https://openalex.org/W4226120942","https://openalex.org/W4280579601","https://openalex.org/W4295916891","https://openalex.org/W4295934721","https://openalex.org/W4308937272","https://openalex.org/W4312977443","https://openalex.org/W4386391923","https://openalex.org/W4387430177","https://openalex.org/W4391627438","https://openalex.org/W6787680731","https://openalex.org/W6790275670","https://openalex.org/W6850019698"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W3034421924","https://openalex.org/W2982536526","https://openalex.org/W4386858688","https://openalex.org/W4380302312","https://openalex.org/W4390971171","https://openalex.org/W4385338604","https://openalex.org/W3081626085"],"abstract_inverted_index":{"Cell":[0],"localization":[1,133,145,154],"still":[2],"faces":[3],"two":[4],"unresolved":[5],"challenges:":[6],"1)":[7,45],"the":[8,16,48,63,75,78,83,92,100,109,126,152],"dramatic":[9],"variations":[10],"in":[11,33,86,129],"cell":[12,26,87,115,132,153],"morphology,":[13],"coupled":[14],"with":[15],"heterogeneous":[17],"intensity":[18],"distribution":[19],"of":[20,77,94],"lightly":[21],"stained":[22],"cells;":[23],"2)":[24,89],"existing":[25,138],"location":[27,96],"maps":[28,38],"lack":[29],"scale":[30,111],"information,":[31],"resulting":[32],"insufficient":[34],"supervision":[35,41],"for":[36,42,113,151],"point":[37],"and":[39,56,122,125],"inaccurate":[40],"density":[43],"maps.":[44],"To":[46,90],"address":[47],"first":[49],"challenges,":[50],"we":[51,98],"introduce":[52],"a":[53,148],"novel":[54],"gradient-aware":[55],"shape-adaptive":[57],"Difference-Deformable":[58],"Convolution":[59],"(DDConv),":[60],"which":[61,105],"enhances":[62,144],"model's":[64],"robustness":[65],"to":[66,81,116,137],"color":[67],"by":[68],"leveraging":[69],"gradient":[70],"information":[71,112],"while":[72],"adaptively":[73,107],"adjusting":[74],"shape":[76],"convolutional":[79],"kernel":[80],"tackle":[82],"substantial":[84],"variability":[85],"morphology.":[88],"overcome":[91],"issue":[93],"unreasonable":[95],"maps,":[97],"propose":[99],"Pseudo-Scale":[101],"Instance":[102],"(PSI)":[103],"map,":[104],"can":[106],"provide":[108],"corresponding":[110],"each":[114],"realize":[117],"accurate":[118],"supervision.":[119],"We":[120],"analyze":[121],"evaluate":[123],"DDConv":[124],"PSI":[127],"map":[128],"three":[130],"challenging":[131],"tasks.":[134],"In":[135],"comparison":[136],"methods,":[139],"our":[140],"proposed":[141],"approach":[142],"significantly":[143],"performance,":[146],"setting":[147],"new":[149],"benchmark":[150],"task.":[155],"Our":[156],"code":[157],"is":[158],"available":[159],"at":[160],"https://github.com/ChyaZhang/DDConv-PSI.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
