{"id":"https://openalex.org/W1524463328","doi":"https://doi.org/10.1109/isbi.2015.7163901","title":"Learning discriminative local features from image-level labelled data for colonoscopy image classification","display_name":"Learning discriminative local features from image-level labelled data for colonoscopy image classification","publication_year":2015,"publication_date":"2015-04-01","ids":{"openalex":"https://openalex.org/W1524463328","doi":"https://doi.org/10.1109/isbi.2015.7163901","mag":"1524463328"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2015.7163901","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2015.7163901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)","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/A5024392066","display_name":"Siyamalan Manivannan","orcid":"https://orcid.org/0000-0002-3371-9471"},"institutions":[{"id":"https://openalex.org/I177639307","display_name":"University of Dundee","ror":"https://ror.org/03h2bxq36","country_code":"GB","type":"education","lineage":["https://openalex.org/I177639307"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Siyamalan Manivannan","raw_affiliation_strings":["CVIP Computer Vision and Image Processing group, University of Dundee, UK","CVIP Computer Vision and Image Processing group, School of Computing, University of Dundee, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CVIP Computer Vision and Image Processing group, University of Dundee, UK","institution_ids":["https://openalex.org/I177639307"]},{"raw_affiliation_string":"CVIP Computer Vision and Image Processing group, School of Computing, University of Dundee, UK","institution_ids":["https://openalex.org/I177639307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048954811","display_name":"Emanuele Trucco","orcid":"https://orcid.org/0000-0002-5055-0794"},"institutions":[{"id":"https://openalex.org/I177639307","display_name":"University of Dundee","ror":"https://ror.org/03h2bxq36","country_code":"GB","type":"education","lineage":["https://openalex.org/I177639307"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emanuele Trucco","raw_affiliation_strings":["CVIP Computer Vision and Image Processing group, University of Dundee, UK","CVIP Computer Vision and Image Processing group, School of Computing, University of Dundee, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CVIP Computer Vision and Image Processing group, University of Dundee, UK","institution_ids":["https://openalex.org/I177639307"]},{"raw_affiliation_string":"CVIP Computer Vision and Image Processing group, School of Computing, University of Dundee, UK","institution_ids":["https://openalex.org/I177639307"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177639307"],"apc_list":null,"apc_paid":null,"fwci":0.3673,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.65941761,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"420","last_page":"423"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9973000288009644,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9972000122070312,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.8667244911193848},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7578132152557373},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7365873456001282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.681160569190979},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6303160786628723},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5499597787857056},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.545825719833374},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5389761328697205},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5189128518104553},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4426727294921875},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19051331281661987}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8667244911193848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7578132152557373},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7365873456001282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.681160569190979},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6303160786628723},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5499597787857056},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.545825719833374},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5389761328697205},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5189128518104553},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4426727294921875},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19051331281661987},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2015.7163901","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2015.7163901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:discovery.dundee.ac.uk:openaire_cris_publications/e9da44c9-4a74-4b7c-9795-e706b35bf37c","is_oa":false,"landing_page_url":"https://discovery.dundee.ac.uk/en/publications/e9da44c9-4a74-4b7c-9795-e706b35bf37c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400523","display_name":"Discovery Research Portal (University of Dundee)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177639307","host_organization_name":"University of Dundee","host_organization_lineage":["https://openalex.org/I177639307"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Manivannan, S & Trucco, E 2015, Learning discriminative local features from image-level labelled data for colonoscopy image classification. in Proceedings - International Symposium on Biomedical Imaging. vol. 2015-July, 7163901, IEEE Computer Society, pp. 420-423, 12th IEEE International Symposium on Biomedical Imaging, ISBI 2015, Brooklyn, United States, 16/04/15. https://doi.org/10.1109/ISBI.2015.7163901","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G7823839363","display_name":null,"funder_award_id":"EP/M005976/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1488783102","https://openalex.org/W1843927653","https://openalex.org/W1979931042","https://openalex.org/W1985767640","https://openalex.org/W2007178811","https://openalex.org/W2008023124","https://openalex.org/W2048215621","https://openalex.org/W2050067493","https://openalex.org/W2073136475","https://openalex.org/W2080725243","https://openalex.org/W2089497633","https://openalex.org/W2089888558","https://openalex.org/W2097186742","https://openalex.org/W2131081720","https://openalex.org/W2140753590","https://openalex.org/W2141584146","https://openalex.org/W2148111553","https://openalex.org/W2153635508","https://openalex.org/W2156854610","https://openalex.org/W2163352848","https://openalex.org/W2166742463","https://openalex.org/W2169561155","https://openalex.org/W2405426397","https://openalex.org/W4229500742","https://openalex.org/W6629135855","https://openalex.org/W6638747085","https://openalex.org/W6662816646","https://openalex.org/W6679755939","https://openalex.org/W6713455525"],"related_works":["https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W1482209366","https://openalex.org/W2110523656","https://openalex.org/W2761785940","https://openalex.org/W2129933262","https://openalex.org/W2565656575"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"propose":[4],"a":[5,30,65,84],"novel":[6],"weakly-supervised":[7],"feature":[8,24],"learning":[9,11,25,47],"approach,":[10],"discriminative":[12],"local":[13,42,76],"features":[14,77,81],"from":[15],"image-level":[16,55],"labelled":[17],"data":[18,34],"for":[19,46],"image":[20,67],"classification.":[21],"Unlike":[22],"existing":[23],"approaches":[26],"which":[27,57],"assume":[28],"that":[29,73],"set":[31],"of":[32,38,41,88],"additional":[33],"in":[35],"the":[36,48,54,74],"form":[37],"matching/non-matching":[39],"pairs":[40],"patches":[43],"are":[44,58],"given":[45],"features,":[49],"our":[50],"approach":[51],"only":[52],"uses":[53],"labels":[56],"much":[59],"easier":[60],"to":[61],"obtain.":[62],"Experiments":[63],"on":[64],"colonoscopy":[66],"dataset":[68],"with":[69],"2100":[70],"images":[71],"shows":[72],"learned":[75],"outperforms":[78],"other":[79],"hand-crafted":[80],"and":[82],"gives":[83],"state-or-the-art":[85],"classification":[86],"accuracy":[87],"93.5%.":[89]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}