{"id":"https://openalex.org/W4220988872","doi":"https://doi.org/10.1002/smtd.202101619","title":"Inverse Material Search and Synthesis Verification by Hand Drawings via Transfer Learning and Contour Detection","display_name":"Inverse Material Search and Synthesis Verification by Hand Drawings via Transfer Learning and Contour Detection","publication_year":2022,"publication_date":"2022-03-14","ids":{"openalex":"https://openalex.org/W4220988872","doi":"https://doi.org/10.1002/smtd.202101619","pmid":"https://pubmed.ncbi.nlm.nih.gov/35285181"},"language":"en","primary_location":{"id":"doi:10.1002/smtd.202101619","doi":"https://doi.org/10.1002/smtd.202101619","is_oa":false,"landing_page_url":"https://doi.org/10.1002/smtd.202101619","pdf_url":null,"source":{"id":"https://openalex.org/S4210232622","display_name":"Small Methods","issn_l":"2366-9608","issn":["2366-9608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Small Methods","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/60c73cc0f96a004d04285c7f/original/inverse-material-search-and-synthesis-verification-by-hand-drawings-via-transfer-learning-and-contour-detection.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043165226","display_name":"Nikita Serov","orcid":"https://orcid.org/0000-0002-3679-8582","observed_orcids":["https://orcid.org/0000-0002-3679-8582"]},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nikita Serov","raw_affiliation_strings":["International Institute \"Solution Chemistry of Advanced Materials and Technologies\", ITMO University, Saint Petersburg, 191002 Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Institute \"Solution Chemistry of Advanced Materials and Technologies\", ITMO University, Saint Petersburg, 191002 Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041081373","display_name":"Vladimir V. Vinogradov","orcid":"https://orcid.org/0000-0002-5081-4876","observed_orcids":["https://orcid.org/0000-0002-5081-4876"]},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Vladimir Vinogradov","raw_affiliation_strings":["International Institute \"Solution Chemistry of Advanced Materials and Technologies\", ITMO University, Saint Petersburg, 191002 Russian Federation"],"raw_orcid":"https://orcid.org/0000-0002-5081-4876","affiliations":[{"raw_affiliation_string":"International Institute \"Solution Chemistry of Advanced Materials and Technologies\", ITMO University, Saint Petersburg, 191002 Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041081373"],"corresponding_institution_ids":["https://openalex.org/I173089394"],"apc_list":{"value":3900,"currency":"USD","value_usd":3900},"apc_paid":null,"fwci":0.3949,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.41645442,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"6","issue":"5","first_page":"e2101619","last_page":"e2101619"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10857","display_name":"Advanced Electron Microscopy Techniques and Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1315","display_name":"Structural 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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.0,"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/hand-drawn-images","display_name":"hand-drawn images","score":0.628000020980835},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9309999942779541},{"id":"https://openalex.org/keywords/vgg16","display_name":"VGG16","score":0.9570000171661377},{"id":"https://openalex.org/keywords/image-similarity","display_name":"image similarity","score":0.7509999871253967},{"id":"https://openalex.org/keywords/contour-detection","display_name":"contour detection","score":0.8299999833106995},{"id":"https://openalex.org/keywords/scanning-electron-microscopy-images","display_name":"scanning electron microscopy images","score":0.6140000224113464},{"id":"https://openalex.org/keywords/transmission-electron-microscopy-images","display_name":"transmission electron microscopy images","score":0.9750000238418579},{"id":"https://openalex.org/keywords/calcium-carbonate","display_name":"calcium carbonate","score":0.6620000004768372},{"id":"https://openalex.org/keywords/gold-nanoparticles","display_name":"gold nanoparticles","score":0.9679999947547913},{"id":"https://openalex.org/keywords/high-throughput-synthesis","display_name":"high-throughput synthesis","score":0.7720000147819519},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.7059999704360962}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6772051453590393},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4960225522518158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47898387908935547},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.46718838810920715},{"id":"https://openalex.org/C138631740","wikidata":"https://www.wikidata.org/wiki/Q967847","display_name":"Nanomaterials","level":2,"score":0.4365840554237366},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4344371557235718},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4188840091228485},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.39549005031585693},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35345935821533203},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3505047559738159},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.26772892475128174},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.183476984500885}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006046","descriptor_name":"Gold","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046529","descriptor_name":"Microscopy, Electron, Transmission","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D053768","descriptor_name":"Metal Nanoparticles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1002/smtd.202101619","doi":"https://doi.org/10.1002/smtd.202101619","is_oa":false,"landing_page_url":"https://doi.org/10.1002/smtd.202101619","pdf_url":null,"source":{"id":"https://openalex.org/S4210232622","display_name":"Small Methods","issn_l":"2366-9608","issn":["2366-9608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Small Methods","raw_type":"journal-article"},{"id":"doi:10.26434/chemrxiv.14742840","doi":"https://doi.org/10.26434/chemrxiv.14742840","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.14742840","pdf_url":"https://chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/60c73cc0f96a004d04285c7f/original/inverse-material-search-and-synthesis-verification-by-hand-drawings-via-transfer-learning-and-contour-detection.pdf","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"doi:10.26434/chemrxiv.14742840.v1","doi":"https://doi.org/10.26434/chemrxiv.14742840.v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.14742840.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmid:35285181","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35285181","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,"listed_in":[],"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":"Small methods","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/14742840","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/preprint/Inverse_Material_Search_and_Synthesis_Verification_by_Hand_Drawings_via_Transfer_Learning_and_Contour_Detection/14742840","pdf_url":null,"source":{"id":"https://openalex.org/S7407051385","display_name":"Royal College of Surgeons in Ireland","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I142762351","host_organization_name":"Royal College of Surgeons in Ireland","host_organization_lineage":["https://openalex.org/I142762351"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.26434/chemrxiv.14742840","doi":"https://doi.org/10.26434/chemrxiv.14742840","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.14742840","pdf_url":"https://chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/60c73cc0f96a004d04285c7f/original/inverse-material-search-and-synthesis-verification-by-hand-drawings-via-transfer-learning-and-contour-detection.pdf","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220988872.pdf","grobid_xml":"https://content.openalex.org/works/W4220988872.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1678646445","https://openalex.org/W1964794811","https://openalex.org/W1965761205","https://openalex.org/W1967776292","https://openalex.org/W1977858266","https://openalex.org/W1986556870","https://openalex.org/W2002632662","https://openalex.org/W2008534797","https://openalex.org/W2012310790","https://openalex.org/W2025472125","https://openalex.org/W2027160869","https://openalex.org/W2030233108","https://openalex.org/W2032239755","https://openalex.org/W2034852512","https://openalex.org/W2059163546","https://openalex.org/W2060676738","https://openalex.org/W2064718053","https://openalex.org/W2081455948","https://openalex.org/W2094552001","https://openalex.org/W2108615682","https://openalex.org/W2140169405","https://openalex.org/W2155788077","https://openalex.org/W2162299512","https://openalex.org/W2168074723","https://openalex.org/W2331793713","https://openalex.org/W2333578679","https://openalex.org/W2499468060","https://openalex.org/W2517560715","https://openalex.org/W2590117956","https://openalex.org/W2605521545","https://openalex.org/W2607169985","https://openalex.org/W2610394652","https://openalex.org/W2623795207","https://openalex.org/W2753032179","https://openalex.org/W2755202310","https://openalex.org/W2763223203","https://openalex.org/W2766362701","https://openalex.org/W2767106145","https://openalex.org/W2801097954","https://openalex.org/W2855863311","https://openalex.org/W2934897782","https://openalex.org/W2964597302","https://openalex.org/W2980932864","https://openalex.org/W3081556248","https://openalex.org/W3163400826","https://openalex.org/W4234172765","https://openalex.org/W4235118097","https://openalex.org/W4236077405","https://openalex.org/W4251271452","https://openalex.org/W6600339963","https://openalex.org/W6603094881"],"related_works":["https://openalex.org/W4310883401","https://openalex.org/W3015467311","https://openalex.org/W4250695971","https://openalex.org/W4307341366","https://openalex.org/W4200604201","https://openalex.org/W4282929123","https://openalex.org/W3036776898","https://openalex.org/W3080284400","https://openalex.org/W3034093793","https://openalex.org/W4403663681"],"abstract_inverted_index":{"Abstract":[0],"Nano\u2010":[1],"and":[2,7,29,34,48,55,74,103,124],"micromaterials":[3],"of":[4,82],"various":[5],"morphologies":[6],"compositions":[8],"have":[9],"extensive":[10],"use":[11,81],"in":[12],"many":[13],"different":[14],"areas.":[15],"However,":[16],"the":[17,25,44,79,88,93,110],"search":[18,54,58],"for":[19,43,70,117],"procedures":[20],"giving":[21],"custom":[22],"nanomaterials":[23,119,136],"with":[24,129],"desired":[26],"structure,":[27],"shape,":[28],"size":[30],"remains":[31],"a":[32],"challenge":[33],"is":[35,85],"often":[36],"implemented":[37],"by":[38,97],"manual":[39],"article":[40],"screening.":[41],"Here,":[42],"first":[45],"time,":[46],"scanning":[47],"transmission":[49],"electron":[50],"microscopy":[51],"inverse":[52],"image":[53,71,75],"hand":[56],"drawing\u2010based":[57],"via":[59],"transfer":[60],"learning":[61,131],"are":[62,95],"developed,":[63],"namely,":[64],"VGG16":[65],"convolution":[66],"neural":[67],"network":[68],"repurposing":[69],"features":[72],"extraction":[73],"similarity":[76],"determination.":[77],"Moreover,":[78],"case":[80],"this":[83],"platform":[84],"demonstrated":[86],"on":[87,104],"calcium":[89],"carbonate":[90],"system,":[91],"where":[92],"data":[94,107],"acquired":[96],"random":[98],"high":[99],"throughput":[100],"experimental":[101],"synthesis,":[102],"Au":[105],"nanoparticles":[106],"extracted":[108],"from":[109],"articles.":[111],"This":[112],"approach":[113],"can":[114,125],"be":[115,126],"used":[116],"advanced":[118],"search,":[120],"synthesis":[121],"procedure":[122],"verification,":[123],"further":[127],"combined":[128],"machine":[130],"solutions":[132],"to":[133],"provide":[134],"data\u2010driven":[135],"discovery.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2022-04-03T00:00:00"}
