{"id":"https://openalex.org/W4409262101","doi":"https://doi.org/10.1109/wacv61041.2025.00905","title":"Spk2ImgMamba: Spiking Camera Image Reconstruction with Multi-Scale State Space Models","display_name":"Spk2ImgMamba: Spiking Camera Image Reconstruction with Multi-Scale State Space Models","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4409262101","doi":"https://doi.org/10.1109/wacv61041.2025.00905"},"language":"en","primary_location":{"id":"doi:10.1109/wacv61041.2025.00905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61041.2025.00905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","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/A5055110591","display_name":"Jiaoyang Yin","orcid":"https://orcid.org/0000-0001-9660-341X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiaoyang Yin","raw_affiliation_strings":["School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101842676","display_name":"Bin Fan","orcid":"https://orcid.org/0000-0002-8028-0166"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Fan","raw_affiliation_strings":["School of Intelligence Science and Technology, Peking University,Nat'l Key Lab of General AI"],"affiliations":[{"raw_affiliation_string":"School of Intelligence Science and Technology, Peking University,Nat'l Key Lab of General AI","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102916885","display_name":"Chao Xu","orcid":"https://orcid.org/0000-0002-6522-0982"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Xu","raw_affiliation_strings":["School of Intelligence Science and Technology, Peking University,Nat'l Key Lab of General AI"],"affiliations":[{"raw_affiliation_string":"School of Intelligence Science and Technology, Peking University,Nat'l Key Lab of General AI","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111925815","display_name":"Tiejun Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiejun Huang","raw_affiliation_strings":["School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038326097","display_name":"Boxin Shi","orcid":"https://orcid.org/0000-0001-6749-0364"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boxin Shi","raw_affiliation_strings":["School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Peking University,State Key Lab of Multimedia Info. Processing","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055110591"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":null,"apc_paid":null,"fwci":0.7428,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70309868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"9342","last_page":"9352"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9876999855041504,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9876999855041504,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.982200026512146,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9046000242233276,"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/computer-vision","display_name":"Computer vision","score":0.694566547870636},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6792092323303223},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6359403133392334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6080500483512878},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5118457674980164},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.47243794798851013},{"id":"https://openalex.org/keywords/scale-space","display_name":"Scale space","score":0.4674780070781708},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.450858473777771},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.42018622159957886},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.22567498683929443},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13588783144950867},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09884443879127502},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06655210256576538}],"concepts":[{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.694566547870636},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6792092323303223},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6359403133392334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6080500483512878},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5118457674980164},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.47243794798851013},{"id":"https://openalex.org/C99102927","wikidata":"https://www.wikidata.org/wiki/Q3058184","display_name":"Scale space","level":4,"score":0.4674780070781708},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.450858473777771},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.42018622159957886},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.22567498683929443},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13588783144950867},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09884443879127502},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06655210256576538},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wacv61041.2025.00905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61041.2025.00905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.75}],"awards":[{"id":"https://openalex.org/G3581183856","display_name":null,"funder_award_id":"2024M750101","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G600515035","display_name":null,"funder_award_id":"62088102,62136001,62276007,62401021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6615340985","display_name":null,"funder_award_id":"L233024","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G7374538998","display_name":null,"funder_award_id":"2021ZD0109803","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W206948248","https://openalex.org/W1980178290","https://openalex.org/W1982471090","https://openalex.org/W2016574277","https://openalex.org/W2102166818","https://openalex.org/W2194775991","https://openalex.org/W2476548250","https://openalex.org/W2953823547","https://openalex.org/W2962785568","https://openalex.org/W2963782415","https://openalex.org/W2964554711","https://openalex.org/W3034856145","https://openalex.org/W3109908659","https://openalex.org/W3138516171","https://openalex.org/W3173799069","https://openalex.org/W3175515048","https://openalex.org/W3191254673","https://openalex.org/W3195504409","https://openalex.org/W3203705350","https://openalex.org/W4205122705","https://openalex.org/W4221138189","https://openalex.org/W4285601398","https://openalex.org/W4293363567","https://openalex.org/W4307093713","https://openalex.org/W4312371635","https://openalex.org/W4313482706","https://openalex.org/W4319996434","https://openalex.org/W4382449457","https://openalex.org/W4382466093","https://openalex.org/W4382468860","https://openalex.org/W4386083005","https://openalex.org/W4387831678","https://openalex.org/W4388554556","https://openalex.org/W4390659263","https://openalex.org/W4393147886","https://openalex.org/W4399154429","https://openalex.org/W4402569273","https://openalex.org/W4402703016","https://openalex.org/W4402753362","https://openalex.org/W4402753727","https://openalex.org/W4403791540","https://openalex.org/W4403792096","https://openalex.org/W4403792190","https://openalex.org/W4404001764","https://openalex.org/W6737634054","https://openalex.org/W6755977528","https://openalex.org/W6803444062","https://openalex.org/W6841205203","https://openalex.org/W6850431577","https://openalex.org/W6855266802","https://openalex.org/W6855972582","https://openalex.org/W6859298233","https://openalex.org/W6861342692","https://openalex.org/W6861387779","https://openalex.org/W6861623427","https://openalex.org/W6862334011","https://openalex.org/W6862384183","https://openalex.org/W6862912714","https://openalex.org/W6863570805","https://openalex.org/W6872525265"],"related_works":["https://openalex.org/W2146041519","https://openalex.org/W1510022078","https://openalex.org/W2104427878","https://openalex.org/W2392790321","https://openalex.org/W4250099861","https://openalex.org/W372519479","https://openalex.org/W2165833084","https://openalex.org/W2356683864","https://openalex.org/W1976716345","https://openalex.org/W2418025259"],"abstract_inverted_index":{"As":[0],"a":[1,16,88,100,155],"bio-inspired":[2],"vision":[3],"sensor,":[4],"the":[5,65,80,109,177,200],"spiking":[6],"camera":[7],"has":[8,42,85],"showcased":[9],"remarkable":[10],"capability":[11],"in":[12,55],"high-speed":[13],"imaging":[14],"with":[15,196],"sampling":[17],"rate":[18],"of":[19,68,199,207],"40,000":[20],"Hz.":[21],"Reconstructing":[22],"clear":[23],"images":[24,172],"from":[25,176],"continuous":[26],"spike":[27],"streams,":[28],"which":[29,164],"is":[30],"obtained":[31],"by":[32,160],"each":[33],"photosensor":[34],"continuously":[35],"detecting":[36],"photons":[37],"and":[38,60,77,93,124,140,186,203],"firing":[39],"them":[40],"asynchronously,":[41],"garnered":[43],"significant":[44],"attention.":[45],"Despite":[46],"promising":[47],"results,":[48],"existing":[49],"spike-to-image":[50,102],"reconstruction":[51,103],"methods":[52],"face":[53],"challenges":[54],"balancing":[56],"global":[57,146],"receptive":[58],"fields":[59],"efficient":[61],"computation":[62],"due":[63,72],"to":[64,73,91,136,144],"inherent":[66],"limitations":[67],"their":[69],"backbones.":[70],"Recently,":[71],"powerful":[74],"long-range":[75],"modeling":[76],"linear":[78],"complexity,":[79],"state":[81],"space":[82],"model":[83,145],"(SSM)":[84],"emerged":[86],"as":[87,108],"competitive":[89],"alternative":[90],"CNNs":[92],"Transformers.":[94],"In":[95],"this":[96],"paper,":[97],"we":[98,153],"propose":[99],"lightweight":[101],"network":[104,201],"that":[105,190],"harnesses":[106],"Mamba":[107],"backbone.":[110],"Our":[111],"approach":[112,192],"sequentially":[113],"executes":[114],"three":[115],"core":[116],"modules:":[117],"temporal":[118,134],"information":[119],"integration,":[120],"spatial":[121,167],"feature":[122,168],"enhancement,":[123],"progressive":[125],"image":[126],"reconstruction.":[127],"The":[128,212],"former":[129],"accumulates":[130],"cues":[131],"across":[132],"diverse":[133],"windows":[135],"explore":[137],"both":[138,184],"long-term":[139],"short-term":[141],"contexts.":[142],"Subsequently,":[143],"dependencies":[147],"while":[148],"heightening":[149],"local":[150],"detail":[151],"perception,":[152],"develop":[154],"multi-scale":[156,161],"SSM":[157],"block":[158],"characterized":[159],"multi-direction":[162],"scanning,":[163],"effectively":[165],"boosts":[166],"representations.":[169],"Finally,":[170],"intensity":[171],"are":[173],"decoded":[174],"progressively":[175],"enhanced":[178],"light-intensity":[179],"features.":[180],"Extensive":[181],"experiments":[182],"on":[183],"synthetic":[185],"real-captured":[187],"data":[188],"demonstrate":[189],"our":[191],"achieves":[193],"state-of-the-art":[194],"performance,":[195],"only":[197],"10%":[198],"parameters":[202],"nearly":[204],"two":[205],"orders":[206],"magnitude":[208],"less":[209],"computational":[210],"effort.":[211],"code":[213],"will":[214],"be":[215],"available":[216],"at":[217],"https://github.com/interstellarH/Spk2ImgMamba.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}