{"id":"https://openalex.org/W4283785001","doi":"https://doi.org/10.1109/tnnls.2022.3185529","title":"Heat Transfer-Inspired Network for Image Super-Resolution Reconstruction","display_name":"Heat Transfer-Inspired Network for Image Super-Resolution Reconstruction","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4283785001","doi":"https://doi.org/10.1109/tnnls.2022.3185529","pmid":"https://pubmed.ncbi.nlm.nih.gov/35776820"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3185529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3185529","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101464703","display_name":"Mingjin Zhang","orcid":"https://orcid.org/0000-0002-1473-9784"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingjin Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103117753","display_name":"Qianqian Wu","orcid":"https://orcid.org/0000-0003-4954-2495"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianqian Wu","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709305","display_name":"Jie Guo","orcid":"https://orcid.org/0000-0002-6223-5492"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Guo","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067798266","display_name":"Yunsong Li","orcid":"https://orcid.org/0000-0002-0640-4060"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunsong Li","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101785348","display_name":"Xinbo Gao","orcid":"https://orcid.org/0000-0003-1443-0776"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]},{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinbo Gao","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, School of Electronic Engineering, Xidian University, Xi’an, Shaanxi, China","Chongqing Key Laboratory of Image Cognition, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, School of Electronic Engineering, Xidian University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Image Cognition, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101464703"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":4.9931,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.96487368,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"35","issue":"2","first_page":"1810","last_page":"1820"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9843000173568726,"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/computer-science","display_name":"Computer science","score":0.6526955366134644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5938284993171692},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5830593705177307},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49625927209854126},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.47689345479011536},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.45131587982177734},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.4425840377807617},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4305691123008728},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4236270785331726},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37731146812438965},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.35045546293258667}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6526955366134644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5938284993171692},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5830593705177307},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49625927209854126},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.47689345479011536},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.45131587982177734},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.4425840377807617},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4305691123008728},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4236270785331726},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37731146812438965},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35045546293258667},{"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/tnnls.2022.3185529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3185529","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:35776820","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35776820","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,"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":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2022121445","display_name":null,"funder_award_id":"U21A20514","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3667008578","display_name":null,"funder_award_id":"20200103","funder_id":"https://openalex.org/F4320324977","funder_display_name":"Shaanxi University of Science and Technology"},{"id":"https://openalex.org/G7860192854","display_name":null,"funder_award_id":"61902293","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G843016860","display_name":null,"funder_award_id":"2021GY-034","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"},{"id":"https://openalex.org/G8946150788","display_name":null,"funder_award_id":"62176195","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G913836228","display_name":null,"funder_award_id":"62036007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320311778","display_name":"China Association for Science and Technology","ror":"https://ror.org/035vmht26"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324977","display_name":"Shaanxi University of Science and Technology","ror":"https://ror.org/034t3zs45"},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1483256560","https://openalex.org/W1791560514","https://openalex.org/W1930824406","https://openalex.org/W2031694291","https://openalex.org/W2047920195","https://openalex.org/W2097200430","https://openalex.org/W2115403315","https://openalex.org/W2121927366","https://openalex.org/W2194775991","https://openalex.org/W2214802144","https://openalex.org/W2221643708","https://openalex.org/W2242218935","https://openalex.org/W2588361969","https://openalex.org/W2740139074","https://openalex.org/W2747898905","https://openalex.org/W2790826872","https://openalex.org/W2866634454","https://openalex.org/W2891833067","https://openalex.org/W2895598217","https://openalex.org/W2909149226","https://openalex.org/W2914578055","https://openalex.org/W2947156405","https://openalex.org/W2963645458","https://openalex.org/W2964125708","https://openalex.org/W2969200668","https://openalex.org/W2972003492","https://openalex.org/W3010638262","https://openalex.org/W3096993895","https://openalex.org/W3130282602","https://openalex.org/W3163345093","https://openalex.org/W3168690312","https://openalex.org/W4206267281","https://openalex.org/W4224307186","https://openalex.org/W4353065309","https://openalex.org/W6785645852"],"related_works":["https://openalex.org/W2044092692","https://openalex.org/W2614621130","https://openalex.org/W2757389719","https://openalex.org/W2547665164","https://openalex.org/W3103111272","https://openalex.org/W4289655544","https://openalex.org/W2951714568","https://openalex.org/W1963814553","https://openalex.org/W2037595954","https://openalex.org/W1988158806"],"abstract_inverted_index":{"Image":[0],"super-resolution":[1],"(SR)":[2],"is":[3,20,175],"a":[4,106,130],"critical":[5],"image":[6,34,102,112,173,217,235],"preprocessing":[7],"task":[8],"for":[9,77,111,234],"many":[10],"applications.":[11],"How":[12],"to":[13,31,134,146,154,177],"recover":[14],"features":[15],"as":[16,18],"accurately":[17],"possible":[19],"the":[21,33,46,52,60,65,78,82,89,95,101,117,124,136,155,162,165,172,192,206,214,231,240,243],"focus":[22],"of":[23,48,54,81,88,120,221,242],"SR":[24,28,83,113,208,236],"algorithms.":[25],"Most":[26],"existing":[27,207],"methods":[29],"tend":[30],"guide":[32],"reconstruction":[35,114,199,237],"process":[36],"with":[37,205],"gradient":[38],"maps,":[39],"frequency":[40],"perception":[41],"modules,":[42],"etc.":[43],"and":[44,98,201,225],"improve":[45,239],"quality":[47],"recovered":[49],"images":[50,228],"from":[51,64],"perspective":[53],"enhancing":[55],"edges,":[56],"but":[57],"rarely":[58],"optimize":[59],"neural":[61],"network":[62,84,109,138],"structure":[63],"system":[66],"level.":[67],"In":[68,86,151],"this":[69],"article,":[70],"we":[71,104,128],"conduct":[72],"an":[73],"in-":[74],"depth":[75],"exploration":[76],"inner":[79],"nature":[80],"structure.":[85],"light":[87],"consistency":[90],"between":[91],"thermal":[92,96,156,163],"particles":[93],"in":[94,100,161,171],"field":[97],"pixels":[99],"domain,":[103],"propose":[105],"novel":[107],"heat-transfer-inspired":[108],"(HTI-Net)":[110],"based":[115],"on":[116,186,213],"theoretical":[118],"basis":[119],"heat":[121],"transfer.":[122],"With":[123],"finite":[125],"difference":[126],"theory,":[127],"use":[129],"second-order":[131],"mixed-difference":[132],"equation":[133,159,169],"redesign":[135],"residual":[137],"(ResNet),":[139],"which":[140],"can":[141,238],"fully":[142],"integrate":[143],"multiple":[144,187],"information":[145],"achieve":[147],"better":[148],"feature":[149,181],"reuse.":[150],"addition,":[152],"according":[153],"conduction":[157],"differential":[158],"(TCDE)":[160],"field,":[164],"pixel":[166],"value":[167],"flow":[168],"(PVFE)":[170],"domain":[174],"derived":[176],"mine":[178],"deep":[179],"potential":[180],"information.":[182],"The":[183,210],"experimental":[184,211],"results":[185,212],"standard":[188],"databases":[189],"demonstrate":[190],"that":[191,230],"proposed":[193,232],"HTI-Net":[194,233],"has":[195],"superior":[196],"edge":[197],"detail":[198],"effect":[200],"parameter":[202],"performance":[203],"compared":[204],"methods.":[209],"microscope":[215],"chip":[216],"(MCI)":[218],"database":[219],"consisting":[220],"realistic":[222],"low-resolution":[223],"(LR)":[224],"high-resolution":[226],"(HR)":[227],"show":[229],"effectiveness":[241],"hardware":[244],"Trojan":[245],"detection":[246],"system.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}