{"id":"https://openalex.org/W4405033483","doi":"https://doi.org/10.1109/iccv51701.2025.00569","title":"FiffDepth: Feed-Forward Transformation of Diffusion-Based Generators for Detailed Depth Estimation","display_name":"FiffDepth: Feed-Forward Transformation of Diffusion-Based Generators for Detailed Depth Estimation","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W4405033483","doi":"https://doi.org/10.1109/iccv51701.2025.00569"},"language":"en","primary_location":{"id":"doi:10.1109/iccv51701.2025.00569","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.00569","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.00671","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064488664","display_name":"Yunpeng Bai","orcid":"https://orcid.org/0000-0001-5670-7230"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunpeng Bai","raw_affiliation_strings":["The University of Texas at Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056540212","display_name":"Qixing Huang","orcid":"https://orcid.org/0000-0001-6365-8051"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qixing Huang","raw_affiliation_strings":["The University of Texas at Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6023","last_page":"6033"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9957000017166138,"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":0.9957000017166138,"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9952999949455261,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.982699990272522,"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/transformation","display_name":"Transformation (genetics)","score":0.6475977897644043},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6266738772392273},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.6118896007537842},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4011550545692444},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1592397391796112},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13885757327079773}],"concepts":[{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6475977897644043},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6266738772392273},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6118896007537842},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4011550545692444},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1592397391796112},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13885757327079773},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv51701.2025.00569","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.00569","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2412.00671","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.00671","pdf_url":"https://arxiv.org/pdf/2412.00671","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2412.00671","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2412.00671","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.00671","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.00671","pdf_url":"https://arxiv.org/pdf/2412.00671","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4049963459","display_name":null,"funder_award_id":"2047677,2413161,2504906,2515626","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Monocular":[0],"Depth":[1],"Estimation":[2],"(MDE)":[3],"is":[4,80,142],"a":[5,92],"fundamental":[6],"3D":[7,15],"vision":[8],"problem":[9],"with":[10,50,54],"numerous":[11],"applications":[12],"such":[13],"as":[14],"scene":[16],"reconstruction,":[17],"autonomous":[18],"navigation,":[19],"and":[20,26,37,43,59,104,125],"AI":[21],"content":[22],"creation.":[23],"However,":[24],"robust":[25],"generalizable":[27],"MDE":[28,71,132,136],"remains":[29],"challenging":[30],"due":[31],"to":[32],"limited":[33],"real-world":[34,51],"labeled":[35],"data":[36,53],"distribution":[38],"gaps":[39],"between":[40],"synthetic":[41],"datasets":[42],"real":[44],"data.":[45],"Existing":[46],"methods":[47],"often":[48],"struggle":[49],"test":[52],"low":[55],"efficiency,":[56],"reduced":[57],"accuracy,":[58,123],"lack":[60],"of":[61,78,83,110],"detail.":[62],"To":[63],"address":[64],"these":[65],"issues,":[66],"we":[67,117],"propose":[68],"an":[69],"efficient":[70],"approach":[72],"named":[73],"FiffDepth.":[74],"The":[75,138],"key":[76,101],"feature":[77],"FiffDepth":[79,99,120],"its":[81],"use":[82],"diffusion":[84],"priors.":[85],"It":[86],"transforms":[87],"diffusion-based":[88],"image":[89],"generators":[90],"into":[91],"feed-forward":[93],"architecture":[94],"for":[95],"detailed":[96],"depth":[97],"estimation.":[98],"preserves":[100],"generative":[102],"features":[103],"integrates":[105],"the":[106],"strong":[107],"generalization":[108],"capabilities":[109],"models":[111],"like":[112],"DINOv2.":[113],"Through":[114],"benchmark":[115],"evaluations,":[116],"demonstrate":[118],"that":[119],"achieves":[121],"exceptional":[122],"stability,":[124],"fine-grained":[126],"detail,":[127],"offering":[128],"significant":[129],"improvements":[130],"in":[131],"performance":[133],"against":[134],"state-of-the-art":[135],"approaches.":[137],"paper's":[139],"source":[140],"code":[141],"available":[143],"here:":[144],"https://yunpeng1998.github.io/FiffDepth/":[145]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
