{"id":"https://openalex.org/W2998008288","doi":"https://doi.org/10.1109/dls49591.2019.00012","title":"Scaling Distributed Training of Flood-Filling Networks on HPC Infrastructure for Brain Mapping","display_name":"Scaling Distributed Training of Flood-Filling Networks on HPC Infrastructure for Brain Mapping","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W2998008288","doi":"https://doi.org/10.1109/dls49591.2019.00012","mag":"2998008288"},"language":"en","primary_location":{"id":"doi:10.1109/dls49591.2019.00012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dls49591.2019.00012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/ACM Third Workshop on Deep Learning on Supercomputers (DLS)","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/A5027469892","display_name":"Wushi Dong","orcid":"https://orcid.org/0000-0001-6614-1680"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wushi Dong","raw_affiliation_strings":["University of Chicago, USA","University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, USA","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047558324","display_name":"Murat Ke\u00e7eli","orcid":"https://orcid.org/0000-0001-8588-9272"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Murat Keceli","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062747815","display_name":"Rafael Vescovi","orcid":"https://orcid.org/0000-0002-0652-1128"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rafael Vescovi","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I1282105669","https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100755481","display_name":"Hanyu Li","orcid":"https://orcid.org/0000-0002-7848-731X"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hanyu Li","raw_affiliation_strings":["University of Chicago, USA","Argonne National Laboratory, University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, USA","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"Argonne National Laboratory, University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I1282105669","https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072963231","display_name":"C. Adams","orcid":"https://orcid.org/0000-0002-1327-0726"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Corey Adams","raw_affiliation_strings":["Argonne National Laboratory, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081838975","display_name":"Elise Jennings","orcid":"https://orcid.org/0000-0001-7946-4729"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elise Jennings","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113922206","display_name":"Samuel Flender","orcid":null},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Flender","raw_affiliation_strings":["Argonne National Laboratory, USA","University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036112655","display_name":"Thomas Uram","orcid":"https://orcid.org/0000-0002-5631-0142"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Uram","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075500139","display_name":"Venkatram Vishwanath","orcid":"https://orcid.org/0000-0001-7248-6116"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Venkatram Vishwanath","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001934097","display_name":"Nicola Ferrier","orcid":"https://orcid.org/0000-0003-1444-0624"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicola Ferrier","raw_affiliation_strings":["Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091300565","display_name":"Narayanan Kasthuri","orcid":"https://orcid.org/0000-0003-3825-931X"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Narayanan Kasthuri","raw_affiliation_strings":["The University of Chicago, Argonne National Laboratory","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"The University of Chicago, Argonne National Laboratory","institution_ids":["https://openalex.org/I1282105669","https://openalex.org/I40347166"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073368437","display_name":"P. B. Littlewood","orcid":"https://orcid.org/0000-0003-0282-9325"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Littlewood","raw_affiliation_strings":["University of Chicago and Argonne National Laboratory, USA","Argonne National Laboratory, Argonne, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago and Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669","https://openalex.org/I40347166"]},{"raw_affiliation_string":"Argonne National Laboratory, Argonne, IL, USA","institution_ids":["https://openalex.org/I1282105669"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5027469892"],"corresponding_institution_ids":["https://openalex.org/I39422238","https://openalex.org/I40347166"],"apc_list":null,"apc_paid":null,"fwci":0.5109,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.70613619,"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":"52","last_page":"61"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9986000061035156,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9986000061035156,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.776218831539154},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.7583547234535217},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.7139384746551514},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5178523659706116},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.46846550703048706},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.456874281167984},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.4495568871498108},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.44544875621795654},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4443088173866272},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.42371511459350586},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42129766941070557},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4050147831439972},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3913094103336334},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3573572635650635},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.350789874792099},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14803794026374817},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10625481605529785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.776218831539154},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.7583547234535217},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.7139384746551514},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5178523659706116},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.46846550703048706},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.456874281167984},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.4495568871498108},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.44544875621795654},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4443088173866272},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.42371511459350586},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42129766941070557},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4050147831439972},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3913094103336334},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3573572635650635},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.350789874792099},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14803794026374817},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10625481605529785},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dls49591.2019.00012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dls49591.2019.00012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/ACM Third Workshop on Deep Learning on Supercomputers (DLS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1513082520","https://openalex.org/W1522301498","https://openalex.org/W1598866093","https://openalex.org/W1721069559","https://openalex.org/W1898703532","https://openalex.org/W2026354831","https://openalex.org/W2057332538","https://openalex.org/W2072566913","https://openalex.org/W2080858319","https://openalex.org/W2153378748","https://openalex.org/W2156574284","https://openalex.org/W2161515775","https://openalex.org/W2167510172","https://openalex.org/W2168231600","https://openalex.org/W2232480453","https://openalex.org/W2336650964","https://openalex.org/W2546630027","https://openalex.org/W2617242334","https://openalex.org/W2621042378","https://openalex.org/W2622263826","https://openalex.org/W2749988060","https://openalex.org/W2754722056","https://openalex.org/W2755764120","https://openalex.org/W2760861884","https://openalex.org/W2787998955","https://openalex.org/W2900167092","https://openalex.org/W2903697572","https://openalex.org/W2962747323","https://openalex.org/W2962941615","https://openalex.org/W2963048250","https://openalex.org/W2963417518","https://openalex.org/W2963655672","https://openalex.org/W2963702144","https://openalex.org/W2963959597","https://openalex.org/W2964121744","https://openalex.org/W2964263535","https://openalex.org/W4289300273","https://openalex.org/W4301239768","https://openalex.org/W4301657140","https://openalex.org/W6682354963","https://openalex.org/W6683108301","https://openalex.org/W6684372118","https://openalex.org/W6684859321","https://openalex.org/W6703420464","https://openalex.org/W6726983090","https://openalex.org/W6729190175","https://openalex.org/W6738486038","https://openalex.org/W6738534199","https://openalex.org/W6739622702","https://openalex.org/W6743289643","https://openalex.org/W6744284096","https://openalex.org/W6744469682","https://openalex.org/W6748645090","https://openalex.org/W6756592394","https://openalex.org/W6757053730"],"related_works":["https://openalex.org/W2384867379","https://openalex.org/W4400094300","https://openalex.org/W2329539859","https://openalex.org/W2227905990","https://openalex.org/W2765823764","https://openalex.org/W3214280620","https://openalex.org/W3191490922","https://openalex.org/W2794038527","https://openalex.org/W2327638088","https://openalex.org/W2151092287"],"abstract_inverted_index":{"Mapping":[0],"all":[1],"the":[2,5,34,37,46,57,64,70,91,115],"neurons":[3],"in":[4,69],"brain":[6],"requires":[7],"automatic":[8],"reconstruction":[9],"of":[10,36,100,117],"entire":[11],"cells":[12],"from":[13,30,63],"volume":[14],"electron":[15],"microscopy":[16],"data.":[17,32],"The":[18],"flood-filling":[19],"network":[20,38],"(FFN)":[21],"architecture":[22],"has":[23],"demonstrated":[24,75],"leading":[25],"performance":[26],"for":[27],"segmenting":[28],"structures":[29],"this":[31],"However,":[33],"training":[35,47,55,66,79,106,123,129],"is":[39,61],"computationally":[40],"expensive.":[41],"In":[42],"order":[43],"to":[44,83,109,126],"reduce":[45],"time,":[48],"we":[49],"implemented":[50],"synchronous":[51],"and":[52,137],"data-parallel":[53],"distributed":[54,78],"using":[56],"Horovod":[58],"library,":[59],"which":[60],"different":[62,118],"asynchronous":[65],"scheme":[67],"used":[68],"published":[71],"FFN":[72,122],"code.":[73],"We":[74],"that":[76],"our":[77],"scaled":[80],"well":[81],"up":[82],"2048":[84],"Intel":[85],"Knights":[86],"Landing":[87],"(KNL)":[88],"nodes":[89],"on":[90,114,121,133],"Theta":[92],"supercomputer.":[93],"Our":[94,112,131],"trained":[95],"models":[96],"achieved":[97],"similar":[98],"level":[99],"inference":[101],"performance,":[102],"but":[103],"took":[104],"less":[105],"time":[107],"compared":[108],"previous":[110,142],"methods.":[111],"study":[113],"effects":[116],"batch":[119,138],"sizes":[120,139],"suggests":[124],"ways":[125],"further":[127],"improve":[128],"efficiency.":[130],"findings":[132],"optimal":[134],"learning":[135],"rate":[136],"agree":[140],"with":[141],"works.":[143]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-10-10T00:00:00"}