{"id":"https://openalex.org/W2609530591","doi":"https://doi.org/10.1109/icpr.2016.7899975","title":"Learned vs. engineered features for fine-grained classification of aquatic macroinvertebrates","display_name":"Learned vs. engineered features for fine-grained classification of aquatic macroinvertebrates","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2609530591","doi":"https://doi.org/10.1109/icpr.2016.7899975","mag":"2609530591"},"language":"en","primary_location":{"id":"doi:10.1109/icpr.2016.7899975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2016.7899975","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 23rd International Conference on Pattern Recognition (ICPR)","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/A5042460575","display_name":"Ekaterina Riabchenko","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Ekaterina Riabchenko","raw_affiliation_strings":["Department of Signal Processing, Tampere University of Technology, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Signal Processing, Tampere University of Technology, Tampere, Finland","institution_ids":["https://openalex.org/I166825849","https://openalex.org/I4210133110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074763210","display_name":"Kristian Meissner","orcid":"https://orcid.org/0000-0001-6316-8554"},"institutions":[{"id":"https://openalex.org/I2800424308","display_name":"Finnish Environment Institute","ror":"https://ror.org/013nat269","country_code":"FI","type":"government","lineage":["https://openalex.org/I2800424308","https://openalex.org/I4210136438"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kristian Meissner","raw_affiliation_strings":["Fresh Water Centre, Finnish Environment Institute, Jyv\u00e4skyl\u00e4, Finland"],"affiliations":[{"raw_affiliation_string":"Fresh Water Centre, Finnish Environment Institute, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I2800424308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052116574","display_name":"Iftikhar Ahmad","orcid":"https://orcid.org/0000-0003-3719-2387"},"institutions":[{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Iftikhar Ahmad","raw_affiliation_strings":["Department of Signal Processing, Tampere University of Technology, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Signal Processing, Tampere University of Technology, Tampere, Finland","institution_ids":["https://openalex.org/I166825849","https://openalex.org/I4210133110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064535836","display_name":"Alexandros Iosifidis","orcid":"https://orcid.org/0000-0003-4807-1345"},"institutions":[{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Alexandros Iosifidis","raw_affiliation_strings":["Department of Signal Processing, Tampere University of Technology, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Signal Processing, Tampere University of Technology, Tampere, Finland","institution_ids":["https://openalex.org/I166825849","https://openalex.org/I4210133110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005583840","display_name":"Ville Tirronen","orcid":"https://orcid.org/0000-0002-5500-8267"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Ville Tirronen","raw_affiliation_strings":["Department of Mathematical, Information Technology, University of Jyv\u00e4skyl\u00e4, Jyv\u00e4skyl\u00e4, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Mathematical, Information Technology, University of Jyv\u00e4skyl\u00e4, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007583477","display_name":"Moncef Gabbouj","orcid":"https://orcid.org/0000-0002-9788-2323"},"institutions":[{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Moncef Gabbouj","raw_affiliation_strings":["Department of Signal Processing, Tampere University of Technology, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Signal Processing, Tampere University of Technology, Tampere, Finland","institution_ids":["https://openalex.org/I166825849","https://openalex.org/I4210133110"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047979812","display_name":"Serkan K\u0131ranyaz","orcid":"https://orcid.org/0000-0003-1551-3397"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Serkan Kiranyaz","raw_affiliation_strings":["Department of Electrical Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5042460575"],"corresponding_institution_ids":["https://openalex.org/I166825849","https://openalex.org/I4210133110"],"apc_list":null,"apc_paid":null,"fwci":1.1509,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.82001461,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"2276","last_page":"2281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.983299970626831,"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/T12388","display_name":"Identification and Quantification in Food","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7304955124855042},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6681541204452515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6374302506446838},{"id":"https://openalex.org/keywords/invertebrate","display_name":"Invertebrate","score":0.6101293563842773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5485830307006836},{"id":"https://openalex.org/keywords/biomonitoring","display_name":"Biomonitoring","score":0.45626378059387207},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43719592690467834},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.4239403009414673},{"id":"https://openalex.org/keywords/aquatic-ecosystem","display_name":"Aquatic ecosystem","score":0.42224496603012085},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3963458240032196},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3846952021121979},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.26274192333221436},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0721641480922699}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7304955124855042},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6681541204452515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6374302506446838},{"id":"https://openalex.org/C13474642","wikidata":"https://www.wikidata.org/wiki/Q43806","display_name":"Invertebrate","level":2,"score":0.6101293563842773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5485830307006836},{"id":"https://openalex.org/C109051061","wikidata":"https://www.wikidata.org/wiki/Q864610","display_name":"Biomonitoring","level":2,"score":0.45626378059387207},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43719592690467834},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4239403009414673},{"id":"https://openalex.org/C175327387","wikidata":"https://www.wikidata.org/wiki/Q3289906","display_name":"Aquatic ecosystem","level":2,"score":0.42224496603012085},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3963458240032196},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3846952021121979},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.26274192333221436},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0721641480922699}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icpr.2016.7899975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2016.7899975","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 23rd International Conference on Pattern Recognition (ICPR)","raw_type":"proceedings-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/22826","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/22826","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W56385144","https://openalex.org/W1530098540","https://openalex.org/W1774232365","https://openalex.org/W1898560071","https://openalex.org/W1977295328","https://openalex.org/W1999604224","https://openalex.org/W2002840041","https://openalex.org/W2003287073","https://openalex.org/W2005912592","https://openalex.org/W2012893126","https://openalex.org/W2066941820","https://openalex.org/W2079789819","https://openalex.org/W2099540110","https://openalex.org/W2102605133","https://openalex.org/W2115439841","https://openalex.org/W2117539524","https://openalex.org/W2121015635","https://openalex.org/W2128133722","https://openalex.org/W2133059825","https://openalex.org/W2134670479","https://openalex.org/W2151103935","https://openalex.org/W2153635508","https://openalex.org/W2155839910","https://openalex.org/W2155893237","https://openalex.org/W2161969291","https://openalex.org/W2162915993","https://openalex.org/W2163352848","https://openalex.org/W2163605009","https://openalex.org/W2168356304","https://openalex.org/W3120421331","https://openalex.org/W6602324145","https://openalex.org/W6679792166","https://openalex.org/W6680096826","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W2259873474","https://openalex.org/W2081262282","https://openalex.org/W1976842635","https://openalex.org/W1988509485","https://openalex.org/W1582940268","https://openalex.org/W3179017118","https://openalex.org/W2802607186","https://openalex.org/W2964954556","https://openalex.org/W3019910406","https://openalex.org/W1551136743"],"abstract_inverted_index":{"Aquatic":[0],"macroinvertebrate":[1,99,110],"biomonitoring":[2],"is":[3,22],"an":[4],"efficient":[5],"way":[6],"of":[7,9,30,52,75,79,117,136],"assessment":[8],"slow":[10],"and":[11,15,28,77,101,133],"subtle":[12],"anthropogenic":[13],"changes":[14],"their":[16],"effect":[17],"on":[18,72,89,108],"water":[19],"quality.":[20],"It":[21],"imperative":[23],"to":[24,47,61],"have":[25,126],"reliable":[26],"identification":[27,68],"counts":[29],"the":[31,40,43,49,53,63,118,122,137,142],"various":[32],"taxa":[33,67],"occurring":[34],"in":[35,130],"samples":[36],"as":[37],"these":[38],"form":[39],"basis":[41],"for":[42,98],"quality":[44],"indices":[45],"used":[46,129],"infer":[48],"ecological":[50],"status":[51],"aquatic":[54],"ecosystem.":[55],"In":[56],"this":[57],"paper,":[58],"we":[59,113],"try":[60],"close":[62],"gap":[64],"between":[65],"human":[66,104],"accuracy":[69,105],"(typically":[70],"90-95%":[71],"30-40":[73],"classes":[74],"macroinvertebrates)":[76],"results":[78],"automatic":[80],"fine-grained":[81],"classification":[82,100],"by":[83],"introducing":[84],"a":[85],"novel":[86],"technique":[87],"based":[88],"Convolutional":[90],"Neural":[91],"Networks":[92],"(CNN).":[93],"CNN":[94],"learns":[95],"optimal":[96],"features":[97,120,140],"achieves":[102],"near":[103],"when":[106],"tested":[107],"29":[109],"classes.":[111],"Moreover,":[112],"perform":[114],"comparative":[115],"evaluation":[116],"learned":[119,138],"against":[121],"hand-crafted":[123],"features,":[124],"which":[125],"been":[127],"commonly":[128],"classical":[131],"approaches,":[132],"confirm":[134],"superiority":[135],"deep":[139],"over":[141],"engineered":[143],"ones.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
