{"id":"https://openalex.org/W7092284131","doi":"https://doi.org/10.1109/tci.2025.3623041","title":"High-Fidelity Holographic Reconstruction via Physics-Aware Heterogeneous Self-Supervised Learning","display_name":"High-Fidelity Holographic Reconstruction via Physics-Aware Heterogeneous Self-Supervised Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7092284131","doi":"https://doi.org/10.1109/tci.2025.3623041"},"language":null,"primary_location":{"id":"doi:10.1109/tci.2025.3623041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2025.3623041","pdf_url":null,"source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Computational Imaging","raw_type":"journal-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":null,"display_name":"Sida Gao","orcid":"https://orcid.org/0000-0001-9315-2182"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sida Gao","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ziyang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyang Li","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhengyu Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengyu Wu","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qi Li","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Li","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pengcheng Jia","orcid":"https://orcid.org/0009-0005-6105-543X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Jia","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yutong Li","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutong Li","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shutian Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shutian Liu","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zhengjun Liu","orcid":"https://orcid.org/0000-0003-2886-8496"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengjun Liu","raw_affiliation_strings":["School of Physics, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Physics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.54037014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"1469","last_page":"1478"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11897","display_name":"Digital Holography and Microscopy","score":0.9189000129699707,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11897","display_name":"Digital Holography and Microscopy","score":0.9189000129699707,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11996","display_name":"Random lasers and scattering media","score":0.045099999755620956,"subfield":{"id":"https://openalex.org/subfields/3102","display_name":"Acoustics and Ultrasonics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.010900000110268593,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/holography","display_name":"Holography","score":0.7218999862670898},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5600000023841858},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4805999994277954},{"id":"https://openalex.org/keywords/holographic-display","display_name":"Holographic display","score":0.44699999690055847},{"id":"https://openalex.org/keywords/digital-holography","display_name":"Digital holography","score":0.4390999972820282},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.43230000138282776},{"id":"https://openalex.org/keywords/computer-generated-holography","display_name":"Computer-generated holography","score":0.42640000581741333},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41190001368522644},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.3774999976158142}],"concepts":[{"id":"https://openalex.org/C187590223","wikidata":"https://www.wikidata.org/wiki/Q527628","display_name":"Holography","level":2,"score":0.7218999862670898},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6654999852180481},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6147000193595886},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5600000023841858},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5364999771118164},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4805999994277954},{"id":"https://openalex.org/C7079719","wikidata":"https://www.wikidata.org/wiki/Q3557228","display_name":"Holographic display","level":3,"score":0.44699999690055847},{"id":"https://openalex.org/C2776640645","wikidata":"https://www.wikidata.org/wiki/Q1224906","display_name":"Digital holography","level":3,"score":0.4390999972820282},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.43230000138282776},{"id":"https://openalex.org/C2778045333","wikidata":"https://www.wikidata.org/wiki/Q5157395","display_name":"Computer-generated holography","level":3,"score":0.42640000581741333},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41190001368522644},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.3774999976158142},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.3571999967098236},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.3407000005245209},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.34060001373291016},{"id":"https://openalex.org/C180205008","wikidata":"https://www.wikidata.org/wiki/Q159190","display_name":"Amplitude","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.3336000144481659},{"id":"https://openalex.org/C48983235","wikidata":"https://www.wikidata.org/wiki/Q593161","display_name":"Light field","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C2776449333","wikidata":"https://www.wikidata.org/wiki/Q7928781","display_name":"View synthesis","level":3,"score":0.30559998750686646},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2896000146865845},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C128289946","wikidata":"https://www.wikidata.org/wiki/Q5884113","display_name":"Holographic interferometry","level":3,"score":0.28679999709129333},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.27630001306533813},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.27379998564720154},{"id":"https://openalex.org/C128975484","wikidata":"https://www.wikidata.org/wiki/Q3492872","display_name":"Angular spectrum method","level":3,"score":0.2703000009059906},{"id":"https://openalex.org/C113364801","wikidata":"https://www.wikidata.org/wiki/Q26674","display_name":"High fidelity","level":2,"score":0.25859999656677246}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tci.2025.3623041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2025.3623041","pdf_url":null,"source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Computational Imaging","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5760713219642639}],"awards":[{"id":"https://openalex.org/G3271412001","display_name":null,"funder_award_id":"HIT.OCEF.2024055","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3782098889","display_name":null,"funder_award_id":"12374271","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5459997253","display_name":null,"funder_award_id":"62375065","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G655826324","display_name":null,"funder_award_id":"62405079","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6861565339","display_name":null,"funder_award_id":"AUGN5750300325","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G712236412","display_name":null,"funder_award_id":"62575091","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2000400809","https://openalex.org/W2003194801","https://openalex.org/W2006051412","https://openalex.org/W2026160954","https://openalex.org/W2056788985","https://openalex.org/W2066911752","https://openalex.org/W2161040448","https://openalex.org/W2196811230","https://openalex.org/W2307770531","https://openalex.org/W2315813075","https://openalex.org/W2533773580","https://openalex.org/W2612688942","https://openalex.org/W2735411703","https://openalex.org/W2753427988","https://openalex.org/W2790695487","https://openalex.org/W2802277919","https://openalex.org/W2889266398","https://openalex.org/W2913539075","https://openalex.org/W2932548235","https://openalex.org/W2974285835","https://openalex.org/W2983727709","https://openalex.org/W3000134219","https://openalex.org/W3020963216","https://openalex.org/W3033654078","https://openalex.org/W3089710967","https://openalex.org/W3092201127","https://openalex.org/W3111214906","https://openalex.org/W3142190115","https://openalex.org/W3198236655","https://openalex.org/W3212294759","https://openalex.org/W4211119455","https://openalex.org/W4221148943","https://openalex.org/W4224442033","https://openalex.org/W4238006903","https://openalex.org/W4306409699","https://openalex.org/W4319997520","https://openalex.org/W4380301751","https://openalex.org/W4385638957","https://openalex.org/W4391110033","https://openalex.org/W4391165742","https://openalex.org/W4392543831","https://openalex.org/W4402895020","https://openalex.org/W4403204529","https://openalex.org/W4405151512","https://openalex.org/W4408905205","https://openalex.org/W4413255237"],"related_works":[],"abstract_inverted_index":{"Single-shot":[0],"digital":[1],"holography":[2],"has":[3],"demonstrated":[4],"great":[5],"potential":[6],"for":[7,84,171],"capturing":[8],"the":[9],"complex":[10],"amplitude":[11,56],"of":[12,92,158],"optical":[13],"fields":[14],"in":[15,156],"lensless":[16],"imaging":[17],"systems.":[18],"Nevertheless,":[19],"accurately":[20],"reconstructing":[21],"intricate":[22],"interference":[23],"patterns":[24],"remains":[25],"challenging":[26],"due":[27],"to":[28,104,165],"high-frequency":[29],"texture":[30,131],"distortion":[31],"and":[32,54,67,109,122,147,163,174],"limited":[33],"generalization":[34],"across":[35],"diverse":[36],"real-world":[37,148],"conditions.":[38],"To":[39,129],"address":[40],"these":[41],"issues,":[42],"we":[43,75,133],"propose":[44],"a":[45,59,78,106,135,168],"physics-embedded":[46],"network":[47],"that":[48,138,151],"explicitly":[49],"incorporates":[50],"angular":[51],"spectrum":[52],"propagation":[53,123],"spatial-domain":[55],"constraints":[57],"into":[58],"deep":[60],"learning":[61,82],"framework,":[62],"ensuring":[63],"both":[64],"physical":[65],"consistency":[66,124],"strong":[68],"representational":[69],"capacity.":[70],"Building":[71],"on":[72],"this":[73],"foundation,":[74],"devised":[76],"HoloSSL,":[77],"physics-aware":[79,97],"heterogeneous":[80],"self-supervised":[81,98],"framework":[83,90],"robust":[85],"single-frame":[86],"holographic":[87,176],"reconstruction.":[88],"The":[89],"consists":[91],"two":[93],"complementary":[94],"stages:":[95],"(1)":[96],"pretraining":[99],"using":[100,114],"Hermite-Gaussian":[101],"synthesized":[102],"holograms":[103],"learn":[105],"prior-consistent":[107],"mapping,":[108],"(2)":[110],"unsupervised":[111],"domain":[112],"adaptation":[113],"real":[115],"captured":[116],"intensity-only":[117],"holograms,":[118],"where":[119],"intensity":[120],"fidelity":[121],"jointly":[125],"guide":[126],"label-free":[127],"fine-tuning.":[128],"enhance":[130],"representation,":[132],"design":[134],"swin-hourglass":[136],"block":[137],"integrates":[139],"cross-scale":[140],"self-attention":[141],"with":[142],"frequency-aware":[143],"modeling.":[144],"Extensive":[145],"simulations":[146],"experiments":[149],"demonstrate":[150],"HoloSSL":[152],"outperforms":[153],"state-of-the-art":[154],"methods":[155],"terms":[157],"reconstruction":[159],"fidelity,":[160],"structural":[161],"consistency,":[162],"robustness":[164],"noise,":[166],"providing":[167],"new":[169],"paradigm":[170],"adaptive,":[172],"interpretable,":[173],"high-fidelity":[175],"imaging.":[177]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-18T00:00:00"}