{"id":"https://openalex.org/W3045567051","doi":"https://doi.org/10.3906/elk-1912-97","title":"PERI-Net: a parameter efficient residual inception network for medical image segmentation","display_name":"PERI-Net: a parameter efficient residual inception network for medical image segmentation","publication_year":2020,"publication_date":"2020-04-14","ids":{"openalex":"https://openalex.org/W3045567051","doi":"https://doi.org/10.3906/elk-1912-97","mag":"3045567051"},"language":"en","primary_location":{"id":"doi:10.3906/elk-1912-97","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1912-97","pdf_url":"https://doi.org/10.3906/elk-1912-97","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.3906/elk-1912-97","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004828768","display_name":"Fatmat\u00fclzehra Uslu","orcid":"https://orcid.org/0000-0001-7153-7583"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fatmat\u00fclzehra USLU","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016385771","display_name":"Cher Bass","orcid":"https://orcid.org/0000-0002-7928-3394"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cher BASS","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5027222571","display_name":"Anil A. Bharath","orcid":"https://orcid.org/0000-0001-8808-2714"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anil A. BHARATH","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004828768"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5507,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.70134405,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"28","issue":"4","first_page":"2261","last_page":"2277"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9991000294685364,"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.9991000294685364,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9886999726295471,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.586887538433075},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5761018395423889},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5717154741287231},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5511144399642944},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5404785871505737},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40134933590888977},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38009539246559143},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2734207212924957}],"concepts":[{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.586887538433075},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5761018395423889},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5717154741287231},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5511144399642944},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5404785871505737},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40134933590888977},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38009539246559143},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2734207212924957}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3906/elk-1912-97","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1912-97","pdf_url":"https://doi.org/10.3906/elk-1912-97","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3906/elk-1912-97","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1912-97","pdf_url":"https://doi.org/10.3906/elk-1912-97","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3045567051.pdf","grobid_xml":"https://content.openalex.org/works/W3045567051.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2949601986","https://openalex.org/W2788972299","https://openalex.org/W2521347458","https://openalex.org/W2498789492","https://openalex.org/W2729981612","https://openalex.org/W2925692864","https://openalex.org/W4233449973","https://openalex.org/W3209312100","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Recent":[0],"developments":[1],"in":[2,33,129,143],"deep":[3],"networks":[4,9],"allow":[5],"us":[6],"to":[7,52,67,150],"train":[8],"with":[10,27,42,73,168],"more":[11],"parameters":[12],"by":[13,95,176],"yielding":[14],"better":[15,101],"performance":[16,70,119,162],"given":[17],"sufficient":[18],"amount":[19],"of":[20,30,47,82,98,112,120,126,133,141,153,159,180],"data.":[21],"However,":[22],"we":[23],"are":[24],"still":[25],"restricted":[26],"the":[28,38,80,118,124,139,151,160,173,184],"availability":[29],"labelled":[31],"data":[32],"medical":[34],"image":[35,131,147],"segmentation,":[36],"where":[37],"problem":[39,55],"is":[40],"exacerbated":[41],"high":[43],"intra-":[44],"and":[45,105,108,136,138,165,187],"intervariability":[46],"anatomical":[48],"structures.":[49],"In":[50],"order":[51,81],"bypass":[53],"this":[54,60],"without":[56],"compromising":[57],"network":[58,89],"performance,":[59],"study":[61],"introduces":[62],"a":[63,144,169,181],"PERINet,":[64],"which":[65],"promises":[66],"achieve":[68],"higher":[69],"while":[71],"being":[72],"smaller":[74],"parameter":[75],"count":[76],"such":[77],"as":[78,190],"on":[79,123,163],"0.8":[83],"million":[84],"than":[85],"its":[86],"counterparts.":[87],"The":[88],"benefits":[90],"from":[91],"rich":[92],"features":[93],"generated":[94],"our":[96,121,154,178],"versions":[97],"inception":[99],"modules,":[100],"communication":[102],"between":[103],"encoding":[104],"decoding":[106],"paths":[107],"an":[109],"effective":[110],"way":[111],"segmentation":[113,125,140],"mask":[114],"generation.":[115],"We":[116],"evaluate":[117],"architecture":[122],"retinal":[127],"vasculature":[128],"fundus":[130],"datasets":[132],"DRIVE,":[134],"CHASE_DB1":[135],"IOSTAR":[137],"axons":[142],"2-photon":[145],"microscopy":[146],"dataset.":[148],"According":[149],"results":[152],"experiments,":[155],"PERI-Net":[156],"achieves":[157],"state":[158],"art":[161],"sensitivity":[164],"G-mean":[166],"metrics":[167],"significant":[170],"margin":[171],"for":[172],"3":[174],"datasets,":[175],"outperforming":[177],"training":[179,188],"U-net":[182],"sharing":[183],"same":[185],"properties":[186],"strategies":[189],"PERI-Net.":[191]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}