{"id":"https://openalex.org/W7123340837","doi":"https://doi.org/10.1109/tip.2025.3648497","title":"FCS-edNET: Exploring Magnetic Particle Imaging Deblurring With Neural Network","display_name":"FCS-edNET: Exploring Magnetic Particle Imaging Deblurring With Neural Network","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7123340837","doi":"https://doi.org/10.1109/tip.2025.3648497","pmid":"https://pubmed.ncbi.nlm.nih.gov/41525630"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2025.3648497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2025.3648497","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","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/A5049365615","display_name":"Xiting Peng","orcid":"https://orcid.org/0000-0002-3230-0329"},"institutions":[{"id":"https://openalex.org/I157507598","display_name":"Shenyang University of Technology","ror":"https://ror.org/00d7f8730","country_code":"CN","type":"education","lineage":["https://openalex.org/I157507598"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiting Peng","raw_affiliation_strings":["School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-3230-0329","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China","institution_ids":["https://openalex.org/I157507598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122895536","display_name":"Yandi Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I157507598","display_name":"Shenyang University of Technology","ror":"https://ror.org/00d7f8730","country_code":"CN","type":"education","lineage":["https://openalex.org/I157507598"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yandi Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0005-6000-6812","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China","institution_ids":["https://openalex.org/I157507598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122871967","display_name":"Xiaoyu Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaoyu Zhang","raw_affiliation_strings":["Liaoning Liaohe Laboratory, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0000-7728-007X","affiliations":[{"raw_affiliation_string":"Liaoning Liaohe Laboratory, Shenyang, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122862236","display_name":"Junyi Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106477","display_name":"Shanghai Institutes for Biological Sciences","ror":"https://ror.org/011rf9d86","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210106477"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyi Wang","raw_affiliation_strings":["Institute of Al for Industries, Chinese Academy of Sciences, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0003-9339-030X","affiliations":[{"raw_affiliation_string":"Institute of Al for Industries, Chinese Academy of Sciences, Nanjing, China","institution_ids":["https://openalex.org/I4210106477"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122893123","display_name":"Shi Bai","orcid":null},"institutions":[{"id":"https://openalex.org/I157507598","display_name":"Shenyang University of Technology","ror":"https://ror.org/00d7f8730","country_code":"CN","type":"education","lineage":["https://openalex.org/I157507598"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shi Bai","raw_affiliation_strings":["School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0001-5297-6353","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China","institution_ids":["https://openalex.org/I157507598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059605791","display_name":"Yubo Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099028","display_name":"Fourth Affiliated Hospital of China Medical University","ror":"https://ror.org/012sz4c50","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099028"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yubo Cao","raw_affiliation_strings":["Department of Medical Oncology, The Fourth Affiliated Hospital of China Medical University, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0002-8488-9099","affiliations":[{"raw_affiliation_string":"Department of Medical Oncology, The Fourth Affiliated Hospital of China Medical University, Shenyang, China","institution_ids":["https://openalex.org/I4210099028","https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122883750","display_name":"Hongye Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I2802939634","display_name":"Chinese PLA General Hospital","ror":"https://ror.org/04gw3ra78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802939634"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongye Chen","raw_affiliation_strings":["Department of Breast Surgery, Department of General Surgery, First Medical Center, PLA General Hospital, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Breast Surgery, Department of General Surgery, First Medical Center, PLA General Hospital, Beijing, China","institution_ids":["https://openalex.org/I2802939634"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122876185","display_name":"Tianshu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I157507598","display_name":"Shenyang University of Technology","ror":"https://ror.org/00d7f8730","country_code":"CN","type":"education","lineage":["https://openalex.org/I157507598"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianshu Li","raw_affiliation_strings":["School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shenyang University of Technology, Shenyang, China","institution_ids":["https://openalex.org/I157507598"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5049365615"],"corresponding_institution_ids":["https://openalex.org/I157507598"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06275738,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":null,"first_page":"480","last_page":"494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12405","display_name":"Characterization and Applications of Magnetic Nanoparticles","score":0.909600019454956,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12405","display_name":"Characterization and Applications of Magnetic Nanoparticles","score":0.909600019454956,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11778","display_name":"Electrical and Bioimpedance Tomography","score":0.012600000016391277,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.005200000014156103,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/deblurring","display_name":"Deblurring","score":0.9800000190734863},{"id":"https://openalex.org/keywords/point-spread-function","display_name":"Point spread function","score":0.5259000062942505},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.4909000098705292},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4715999960899353},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4462999999523163},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.4341000020503998},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.42660000920295715},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4108000099658966},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4101000130176544}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9800000190734863},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7182000279426575},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6018000245094299},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5776000022888184},{"id":"https://openalex.org/C69179731","wikidata":"https://www.wikidata.org/wiki/Q510427","display_name":"Point spread function","level":2,"score":0.5259000062942505},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.4909000098705292},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4715999960899353},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4462999999523163},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.4341000020503998},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.42660000920295715},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4108000099658966},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4101000130176544},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.3978999853134155},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.3797000050544739},{"id":"https://openalex.org/C140722275","wikidata":"https://www.wikidata.org/wiki/Q1884331","display_name":"Magnetic particle imaging","level":4,"score":0.3578999936580658},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.31869998574256897},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3037000000476837},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C52421305","wikidata":"https://www.wikidata.org/wiki/Q1151499","display_name":"Particle filter","level":3,"score":0.29490000009536743},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.2815999984741211},{"id":"https://openalex.org/C27405340","wikidata":"https://www.wikidata.org/wiki/Q440296","display_name":"Image scaling","level":4,"score":0.2809999883174896},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C2780909371","wikidata":"https://www.wikidata.org/wiki/Q4801092","display_name":"Artificial noise","level":4,"score":0.25440001487731934}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2025.3648497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2025.3648497","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:41525630","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41525630","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 image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1220318339","display_name":null,"funder_award_id":"LJ222410142043","funder_id":"https://openalex.org/F4320324560","funder_display_name":"Department of Education of Liaoning Province"},{"id":"https://openalex.org/G1327188402","display_name":null,"funder_award_id":"2024YFF0617200","funder_id":"https://openalex.org/F4320335774","funder_display_name":"Key Technologies Research and Development Program"},{"id":"https://openalex.org/G4101279490","display_name":null,"funder_award_id":"2024-BS-102","funder_id":"https://openalex.org/F4320335774","funder_display_name":"Key Technologies Research and Development Program"},{"id":"https://openalex.org/G5575844013","display_name":null,"funder_award_id":"2024JH1/11700043","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"},{"id":"https://openalex.org/G8436707191","display_name":null,"funder_award_id":"2024-BS-102","funder_id":"https://openalex.org/F4320323086","funder_display_name":"Natural Science Foundation of Liaoning Province"},{"id":"https://openalex.org/G8962036364","display_name":null,"funder_award_id":"2025-MSLH-539","funder_id":"https://openalex.org/F4320335774","funder_display_name":"Key Technologies Research and Development Program"}],"funders":[{"id":"https://openalex.org/F4320323086","display_name":"Natural Science Foundation of Liaoning Province","ror":null},{"id":"https://openalex.org/F4320324560","display_name":"Department of Education of Liaoning Province","ror":"https://ror.org/0022v2454"},{"id":"https://openalex.org/F4320335774","display_name":"Key Technologies Research and Development Program","ror":null},{"id":"https://openalex.org/F4320336742","display_name":"Key Research and Development Program of Liaoning Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1983277479","https://openalex.org/W1983289347","https://openalex.org/W1994426390","https://openalex.org/W2088656686","https://openalex.org/W2128555254","https://openalex.org/W2150769593","https://openalex.org/W2152046459","https://openalex.org/W2481820990","https://openalex.org/W2909385265","https://openalex.org/W2961218591","https://openalex.org/W2962793481","https://openalex.org/W2963312584","https://openalex.org/W2995405133","https://openalex.org/W3030049736","https://openalex.org/W3033043022","https://openalex.org/W3034789174","https://openalex.org/W3046211543","https://openalex.org/W3094641091","https://openalex.org/W3108316907","https://openalex.org/W3168997536","https://openalex.org/W3170697543","https://openalex.org/W3202040256","https://openalex.org/W4210405547","https://openalex.org/W4229457863","https://openalex.org/W4285034124","https://openalex.org/W4312812783","https://openalex.org/W4317771614","https://openalex.org/W4361213095","https://openalex.org/W4384923679","https://openalex.org/W4385245566","https://openalex.org/W4385453273","https://openalex.org/W4385788864","https://openalex.org/W4386574192","https://openalex.org/W4387446052","https://openalex.org/W4389955224","https://openalex.org/W4393372752","https://openalex.org/W4401750986","https://openalex.org/W4403943283","https://openalex.org/W4406166342","https://openalex.org/W4409440706"],"related_works":[],"abstract_inverted_index":{"Magnetic":[0],"particle":[1],"imaging":[2,7,28,58,174],"technology,":[3,8],"a":[4,65,103,128],"novel":[5],"medical":[6],"possesses":[9],"rapid":[10],"imaging,":[11],"high":[12],"penetration":[13],"depth,":[14],"and":[15,42,53,111,140,150],"is":[16,119,178],"free":[17],"from":[18],"ionizing":[19],"radiation.":[20],"However,":[21],"the":[22,74,79,85,91,123,157],"system":[23,43],"point":[24],"spread":[25],"function":[26],"causes":[27],"blurring,":[29,47],"which":[30,101],"can":[31,45],"be":[32],"further":[33],"exacerbated":[34],"by":[35,77],"external":[36],"environmental":[37],"interferences.":[38],"Although":[39],"hardware":[40],"improvements":[41],"optimization":[44],"mitigate":[46],"these":[48],"approaches":[49],"are":[50],"often":[51],"expensive":[52],"time-consuming,":[54],"particularly":[55],"for":[56,114],"low-field":[57],"in":[59,160],"large-scale":[60],"systems.":[61],"This":[62],"article":[63],"proposes":[64],"Fast":[66],"Context-aware":[67],"Saliency-enhanced":[68],"Deblurring":[69],"Network,":[70],"FCS-edNET,":[71],"to":[72,89,107,121,135,168],"solve":[73],"challenging":[75],"issue":[76],"deblurring":[78,163],"reconstructed":[80],"images.":[81],"The":[82,96,176],"network":[83],"introduces":[84],"Multi-scale":[86,97],"Global":[87],"module":[88],"enhance":[90],"multi-scale":[92],"feature":[93],"perception":[94],"ability.":[95],"Denoising":[98],"Prior":[99],"algorithm,":[100],"employs":[102],"low-frequency":[104],"filter":[105],"operator":[106],"restrict":[108],"image":[109,162],"noise":[110],"offers":[112],"priors":[113],"each":[115],"layer":[116],"of":[117],"subnetworks,":[118],"designed":[120],"improve":[122],"model":[124,133,137],"robustness.":[125],"Finally,":[126],"proposing":[127],"Multi-level":[129],"Joint":[130],"loss":[131],"optimizes":[132],"parameters":[134],"promote":[136],"convergence":[138],"speed":[139],"space":[141],"distribution":[142],"simulation":[143],"capability.":[144],"Extensive":[145],"experiments":[146],"on":[147],"multiple":[148],"public":[149],"private":[151],"datasets":[152],"demonstrate":[153],"that":[154],"FCS-edNET":[155],"outperforms":[156],"state-of-the-art":[158],"methods":[159],"MPI":[161],"efficiently,":[164],"suggesting":[165],"its":[166],"potential":[167],"support":[169],"future":[170],"research":[171],"toward":[172],"clinical":[173],"applications.":[175],"code":[177],"available":[179],"at":[180],"https://github.com/ydz1118/FCS-edNET.":[181]},"counts_by_year":[],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2026-01-14T00:00:00"}
