{"id":"https://openalex.org/W7126093156","doi":"https://doi.org/10.1109/bibm66473.2025.11356751","title":"TiS-TSL: Image-Label Supervised Surgical Video Stereo Matching via Time-Switchable Teacher-Student Learning","display_name":"TiS-TSL: Image-Label Supervised Surgical Video Stereo Matching via Time-Switchable Teacher-Student Learning","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126093156","doi":"https://doi.org/10.1109/bibm66473.2025.11356751"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11356751","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356751","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5124231159","display_name":"Rui Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rui Wang","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124175320","display_name":"Ying Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Zhou","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100446035","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0001-6881-9977"},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124237977","display_name":"Wenwei Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166946","display_name":"Imaging Center","ror":"https://ror.org/05hsqsk33","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210166946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenwei Zhang","raw_affiliation_strings":["Wuhan United Imaging Surgical Co., Ltd"],"affiliations":[{"raw_affiliation_string":"Wuhan United Imaging Surgical Co., Ltd","institution_ids":["https://openalex.org/I4210166946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124228557","display_name":"Qiang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Li","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zhiwei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwei Wang","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan National Laboratory for Optoelectronics","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5124231159"],"corresponding_institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69197957,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2938","last_page":"2944"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9480999708175659,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9480999708175659,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.010300000198185444,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.008700000122189522,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/matching","display_name":"Matching (statistics)","score":0.6060000061988831},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5672000050544739},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.4154999852180481},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40049999952316284},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.39969998598098755},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.3950999975204468},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.38499999046325684},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.38359999656677246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7651000022888184},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7427999973297119},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6060000061988831},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5672000050544739},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.534600019454956},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4154999852180481},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40049999952316284},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.39969998598098755},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.3950999975204468},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.38499999046325684},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.38359999656677246},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.34130001068115234},{"id":"https://openalex.org/C23379248","wikidata":"https://www.wikidata.org/wiki/Q200904","display_name":"Epipolar geometry","level":3,"score":0.33649998903274536},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C68537008","wikidata":"https://www.wikidata.org/wiki/Q247932","display_name":"Stereopsis","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2567000091075897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11356751","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356751","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.796937882900238}],"awards":[{"id":"https://openalex.org/G555479140","display_name":null,"funder_award_id":"2023YFC2414900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"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":25,"referenced_works":["https://openalex.org/W1590518343","https://openalex.org/W1846698530","https://openalex.org/W2023871110","https://openalex.org/W2049372418","https://openalex.org/W2918552801","https://openalex.org/W2963617879","https://openalex.org/W2963619659","https://openalex.org/W3109908659","https://openalex.org/W3179159099","https://openalex.org/W3205239054","https://openalex.org/W3213199079","https://openalex.org/W4226265017","https://openalex.org/W4288751198","https://openalex.org/W4289752563","https://openalex.org/W4312388571","https://openalex.org/W4313594572","https://openalex.org/W4378175447","https://openalex.org/W4386071550","https://openalex.org/W4386072148","https://openalex.org/W4390861489","https://openalex.org/W4402754131","https://openalex.org/W4404689995","https://openalex.org/W4406260671","https://openalex.org/W4413147178","https://openalex.org/W4413147880"],"related_works":[],"abstract_inverted_index":{"Stereo":[0],"matching":[1,122],"in":[2,95,135],"minimally":[3],"invasive":[4],"surgery":[5],"(MIS)":[6],"is":[7,19,129],"essential":[8],"for":[9,119],"next-generation":[10],"navigation":[11],"and":[12,62,84,99,144,191,211,231,238],"augmented":[13],"reality.":[14],"Yet,":[15],"dense":[16],"disparity":[17,97,186],"supervision":[18],"nearly":[20],"impossible":[21],"due":[22],"to":[23,29,58,77,175,194],"anatomical":[24],"constraints,":[25],"typically":[26],"limiting":[27],"annotations":[28],"only":[30,81],"a":[31,47,52,113,130,153,163],"few":[32],"image-level":[33,78,173],"labels":[34,57,61],"acquired":[35],"before":[36],"the":[37],"endoscope":[38],"enters":[39],"deep":[40],"body":[41],"cavities.":[42],"Teacher-Student":[43],"Learning":[44],"(TSL)":[45],"offers":[46],"promising":[48],"solution":[49],"by":[50,157,188,228,233],"leveraging":[51],"teacher":[53],"trained":[54],"on":[55,217],"sparse":[56,172],"generate":[59],"pseudo":[60,209],"associated":[63],"confidence":[64,83],"maps":[65],"from":[66],"abundant":[67],"unlabeled":[68],"surgical":[69],"videos.":[70],"However,":[71],"existing":[72],"TSL":[73],"methods":[74],"are":[75,247],"confined":[76],"supervision,":[79],"providing":[80],"spatial":[82],"lacking":[85],"temporal":[86,150,177,185,213],"consistency":[87,200],"estimation.":[88],"This":[89,199],"absence":[90],"of":[91],"spatio-temporal":[92,197],"reliability":[93],"results":[94,216],"unstable":[96],"predictions":[98,187,193],"severe":[100],"flickering":[101],"artifacts":[102],"across":[103,204],"video":[104,120],"frames.":[105],"To":[106],"overcome":[107],"these":[108],"challenges,":[109],"we":[110],"propose":[111],"TiS-TSL,":[112],"novel":[114],"time-switchable":[115],"teacher-student":[116],"learning":[117,165],"framework":[118],"stereo":[121],"under":[123],"minimal":[124],"supervision.":[125],"At":[126],"its":[127],"core":[128],"unified":[131,159],"model":[132],"that":[133,222],"operates":[134],"three":[136],"distinct":[137],"modes:":[138],"ImagePrediction":[139],"(IP),":[140],"Forward":[141],"Video-Prediction":[142,146],"(FVP),":[143],"Backward":[145],"(BVP),":[147],"enabling":[148],"flexible":[149],"modeling":[151],"within":[152],"single":[154],"architecture.":[155],"Enabled":[156],"this":[158],"model,":[160],"TiSTSL":[161],"adopts":[162],"two-stage":[164],"strategy.":[166],"The":[167,179],"Image-to-Video":[168],"(I2V)":[169],"stage":[170,183],"transfers":[171],"knowledge":[174],"initialize":[176],"modeling.":[178],"subsequent":[180],"Video-to-Video":[181],"(V2V)":[182],"refines":[184],"comparing":[189],"forward":[190],"backward":[192],"calculate":[195],"bidirectional":[196],"consistency.":[198],"identifies":[201],"unreliable":[202],"regions":[203],"frames,":[205],"filters":[206],"noisy":[207],"video-level":[208],"labels,":[210],"enforces":[212],"coherence.":[214],"Experimental":[215],"two":[218],"public":[219],"datasets":[220],"demonstrate":[221],"TiS-TSL":[223],"exceeds":[224],"other":[225],"image-based":[226],"state-of-the-arts":[227],"improving":[229],"TEPE":[230],"EPE":[232],"at":[234,248],"least":[235],"2.11":[236],"%":[237],"<tex":[239],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[240],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{4.":[241],"5":[242],"4":[243],"\\%}$</tex>,":[244],"respectively.":[245],"Codes":[246],"https://github.com/wr2167/TiSTSL.":[249]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-30T00:00:00"}
