{"id":"https://openalex.org/W7223262364","doi":"https://doi.org/10.1364/oe.608192","title":"Self-supervised scene-adaptive spectral imaging via implicit mask evolution","display_name":"Self-supervised scene-adaptive spectral imaging via implicit mask evolution","publication_year":2026,"publication_date":"2026-10-23","ids":{"openalex":"https://openalex.org/W7223262364","doi":"https://doi.org/10.1364/oe.608192"},"language":"en","primary_location":{"id":"doi:10.1364/oe.608192","doi":"https://doi.org/10.1364/oe.608192","is_oa":true,"landing_page_url":"https://doi.org/10.1364/oe.608192","pdf_url":null,"source":{"id":"https://openalex.org/S178776955","display_name":"Optics Express","issn_l":"1094-4087","issn":["1094-4087"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315679","host_organization_name":"Optica Publishing Group","host_organization_lineage":["https://openalex.org/P4310315679"],"host_organization_lineage_names":["Optica Publishing Group"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Optics Express","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1364/oe.608192","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017912907","display_name":"Bingliang Chen","orcid":"https://orcid.org/0009-0009-3034-9688","observed_orcids":["https://orcid.org/0009-0009-3034-9688"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bingliang Chen","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0009-3034-9688","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5159319333","display_name":"Yang Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5159005035","display_name":"Changwei Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Changwei Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102583900","display_name":"Huai Xia","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huai Xia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114237302","display_name":"Mengguang Wang","orcid":"https://orcid.org/0009-0003-8176-6621","observed_orcids":["https://orcid.org/0009-0003-8176-6621"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mengguang Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5159338485","display_name":"Zhenrong Zheng","orcid":"https://orcid.org/0000-0002-4586-6268","observed_orcids":["https://orcid.org/0000-0002-4586-6268"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhenrong Zheng","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4586-6268","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2270,"currency":"USD","value_usd":2270},"apc_paid":{"value":2270,"currency":"USD","value_usd":2270},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76749436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"23","first_page":"43100","last_page":"43100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.5048999786376953,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.5048999786376953,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11996","display_name":"Random lasers and scattering media","score":0.24289999902248383,"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/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.04500000178813934,"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/cassis","display_name":"Cassis","score":0.8059999942779541},{"id":"https://openalex.org/keywords/self-supervised-learning","display_name":"self-supervised learning","score":0.9039999842643738},{"id":"https://openalex.org/keywords/implicit-neural-representations","display_name":"implicit neural representations","score":0.6859999895095825},{"id":"https://openalex.org/keywords/spectral-reconstruction","display_name":"spectral reconstruction","score":0.6700000166893005},{"id":"https://openalex.org/keywords/aliasing-suppression","display_name":"aliasing suppression","score":0.6589999794960022},{"id":"https://openalex.org/keywords/dual-branch-architecture","display_name":"dual-branch architecture","score":0.753000020980835},{"id":"https://openalex.org/keywords/high-throughput-sensing","display_name":"high-throughput sensing","score":0.7200000286102295}],"concepts":[{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.7401000261306763},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.5038999915122986},{"id":"https://openalex.org/C3232514","wikidata":"https://www.wikidata.org/wiki/Q7575196","display_name":"Spectral imaging","level":2,"score":0.40880000591278076},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.35199999809265137},{"id":"https://openalex.org/C19819980","wikidata":"https://www.wikidata.org/wiki/Q947542","display_name":"Beam splitter","level":3,"score":0.3321000039577484},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.29660001397132874},{"id":"https://openalex.org/C69179731","wikidata":"https://www.wikidata.org/wiki/Q510427","display_name":"Point spread function","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28049999475479126},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.27390000224113464},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.27239999175071716},{"id":"https://openalex.org/C42067758","wikidata":"https://www.wikidata.org/wiki/Q174102","display_name":"Refractive index","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C78153596","wikidata":"https://www.wikidata.org/wiki/Q7257147","display_name":"Ptychography","level":3,"score":0.26739999651908875},{"id":"https://openalex.org/C92630104","wikidata":"https://www.wikidata.org/wiki/Q4115103","display_name":"Optical imaging","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C81793267","wikidata":"https://www.wikidata.org/wiki/Q7180962","display_name":"Phase retrieval","level":3,"score":0.25679999589920044},{"id":"https://openalex.org/C100921725","wikidata":"https://www.wikidata.org/wiki/Q1650811","display_name":"Spatial frequency","level":2,"score":0.2549000084400177},{"id":"https://openalex.org/C120456961","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Light scattering","level":3,"score":0.25369998812675476},{"id":"https://openalex.org/C2984025587","wikidata":"https://www.wikidata.org/wiki/Q38867","display_name":"Laser beams","level":3,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1364/oe.608192","doi":"https://doi.org/10.1364/oe.608192","is_oa":true,"landing_page_url":"https://doi.org/10.1364/oe.608192","pdf_url":null,"source":{"id":"https://openalex.org/S178776955","display_name":"Optics Express","issn_l":"1094-4087","issn":["1094-4087"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315679","host_organization_name":"Optica Publishing Group","host_organization_lineage":["https://openalex.org/P4310315679"],"host_organization_lineage_names":["Optica Publishing Group"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Optics Express","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1364/oe.608192","doi":"https://doi.org/10.1364/oe.608192","is_oa":true,"landing_page_url":"https://doi.org/10.1364/oe.608192","pdf_url":null,"source":{"id":"https://openalex.org/S178776955","display_name":"Optics Express","issn_l":"1094-4087","issn":["1094-4087"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315679","host_organization_name":"Optica Publishing Group","host_organization_lineage":["https://openalex.org/P4310315679"],"host_organization_lineage_names":["Optica Publishing Group"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Optics Express","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1988386267","https://openalex.org/W1992653101","https://openalex.org/W2002498099","https://openalex.org/W2028349405","https://openalex.org/W2056672982","https://openalex.org/W2059060472","https://openalex.org/W2084591647","https://openalex.org/W2097273723","https://openalex.org/W2100109944","https://openalex.org/W2101675075","https://openalex.org/W2119667497","https://openalex.org/W2154761409","https://openalex.org/W2162448125","https://openalex.org/W2513748609","https://openalex.org/W2556661275","https://openalex.org/W2770113520","https://openalex.org/W2900435111","https://openalex.org/W2903472399","https://openalex.org/W2905693154","https://openalex.org/W2963764784","https://openalex.org/W3010785697","https://openalex.org/W3012213719","https://openalex.org/W3108567638","https://openalex.org/W3118013593","https://openalex.org/W3159985051","https://openalex.org/W3188774019","https://openalex.org/W4213332663","https://openalex.org/W4250955649","https://openalex.org/W4292363360","https://openalex.org/W4294252858","https://openalex.org/W4296339239","https://openalex.org/W4378417790","https://openalex.org/W4391092611","https://openalex.org/W4402586320","https://openalex.org/W4415720385"],"related_works":["https://openalex.org/W3036671011","https://openalex.org/W3209854072","https://openalex.org/W2315121949","https://openalex.org/W2486940977","https://openalex.org/W2789335860","https://openalex.org/W2247381963","https://openalex.org/W2028138227","https://openalex.org/W2593218526","https://openalex.org/W3021190598","https://openalex.org/W7137594831"],"abstract_inverted_index":{"The":[0],"performance":[1],"of":[2,76,116,130],"snapshot":[3],"coded":[4,41],"aperture":[5,42],"spectral":[6,27,46],"imaging":[7],"(CASSI)":[8],"is":[9],"fundamentally":[10],"constrained":[11],"by":[12],"the":[13,39,60,69,73,77,87,128,139],"reliance":[14],"on":[15],"scene-agnostic":[16],"static":[17,135],"masks":[18],"or":[19],"computationally":[20],"heavy":[21],"data-driven":[22],"optimizations":[23],"that":[24,37,67],"require":[25],"extensive":[26],"ground":[28],"truth.":[29],"We":[30],"propose":[31],"a":[32,50,63],"self-supervised,":[33],"scene-adaptive":[34],"CASSI":[35],"framework":[36],"refines":[38],"physical":[40,83,132],"without":[43,108],"requiring":[44],"labeled":[45],"data.":[47],"By":[48],"integrating":[49],"dual-branch":[51],"architecture":[52],"with":[53],"an":[54,113],"efficient,":[55],"implicit":[56],"model-driven":[57],"reconstruction":[58],"engine,":[59],"system":[61],"establishes":[62,138],"self-supervised":[64],"consistency":[65],"loop":[66],"tailors":[68],"mask":[70],"morphology":[71],"to":[72,90,92],"spatial-frequency":[74],"characteristics":[75],"incident":[78],"scene.":[79],"Numerical":[80],"benchmarks":[81],"and":[82,120,137],"prototype":[84],"validation":[85],"demonstrate":[86],"framework\u2019s":[88],"ability":[89],"adapt":[91],"structural":[93],"boundaries,":[94],"effectively":[95],"mitigating":[96],"high-frequency":[97],"aliasing":[98],"artifacts":[99],"while":[100],"demonstrating":[101],"robust":[102],"generalization":[103],"across":[104],"disparate":[105],"scene":[106],"distributions":[107],"offline":[109],"training.":[110],"Operating":[111],"at":[112],"algorithmic":[114],"latency":[115],"\u223c55ms":[117],"per":[118],"iteration":[119],"enabling":[121],"low-latency":[122],"closed-loop":[123],"modulation,":[124],"this":[125],"approach":[126],"demonstrates":[127],"feasibility":[129],"hardware-integrated":[131],"adaptation":[133],"for":[134,142],"scenes":[136],"theoretical":[140],"potential":[141],"continuous":[143],"spatiotemporal":[144],"evolution":[145],"in":[146],"high-throughput":[147],"sensing":[148],"pipelines.":[149]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-10-24T00:00:00"}