{"id":"https://openalex.org/W4407184394","doi":"https://doi.org/10.1109/iccv51701.2025.01484","title":"SliderSpace: Decomposing the Visual Capabilities of Diffusion Models","display_name":"SliderSpace: Decomposing the Visual Capabilities of Diffusion Models","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W4407184394","doi":"https://doi.org/10.1109/iccv51701.2025.01484"},"language":"en","primary_location":{"id":"doi:10.1109/iccv51701.2025.01484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01484","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":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2502.01639","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075064156","display_name":"Rohit Gandikota","orcid":"https://orcid.org/0000-0003-0581-6810"},"institutions":[{"id":"https://openalex.org/I87182695","display_name":"Universidad del Noreste","ror":"https://ror.org/02ahky613","country_code":"MX","type":"education","lineage":["https://openalex.org/I87182695"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Rohit Gandikota","raw_affiliation_strings":["Northeastern University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University","institution_ids":["https://openalex.org/I87182695"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004392249","display_name":"Zongze Wu","orcid":"https://orcid.org/0000-0002-0597-1426"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zongze Wu","raw_affiliation_strings":["Adobe Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101616527","display_name":"Richard Zhang","orcid":"https://orcid.org/0000-0001-7712-1247"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard Zhang","raw_affiliation_strings":["Adobe Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033305045","display_name":"David Bau","orcid":"https://orcid.org/0000-0003-1744-6765"},"institutions":[{"id":"https://openalex.org/I87182695","display_name":"Universidad del Noreste","ror":"https://ror.org/02ahky613","country_code":"MX","type":"education","lineage":["https://openalex.org/I87182695"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"David Bau","raw_affiliation_strings":["Northeastern University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University","institution_ids":["https://openalex.org/I87182695"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024777042","display_name":"Eli Shechtman","orcid":"https://orcid.org/0000-0002-6783-1795"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eli Shechtman","raw_affiliation_strings":["Adobe Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075803706","display_name":"Nick Kolkin","orcid":null},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nick Kolkin","raw_affiliation_strings":["Adobe Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9349,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71477653,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"15994","last_page":"16003"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9298999905586243,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9298999905586243,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6381134986877441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41173532605171204},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.32956239581108093},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13937222957611084},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.07301345467567444}],"concepts":[{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6381134986877441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41173532605171204},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.32956239581108093},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13937222957611084},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.07301345467567444}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv51701.2025.01484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01484","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:2502.01639","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.01639","pdf_url":"https://arxiv.org/pdf/2502.01639","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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.2502.01639","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.01639","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2502.01639","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.01639","pdf_url":"https://arxiv.org/pdf/2502.01639","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":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":{"We":[0],"present":[1],"SliderSpace,":[2],"a":[3,25,44,53],"framework":[4],"for":[5,30],"automatically":[6],"decomposing":[7],"the":[8,60,66,100,110],"visual":[9,101],"capabilities":[10,112],"of":[11,62,103],"diffusion":[12,75,115],"models":[13],"into":[14,109],"controllable":[15],"and":[16,39,59,89,127,136],"human-understandable":[17],"directions.":[18],"Unlike":[19],"existing":[20],"control":[21,58],"methods":[22],"that":[23,96,121],"require":[24],"user":[26],"to":[27,131],"specify":[28],"attributes":[29],"each":[31],"edit":[32],"direction":[33,49],"individually,":[34],"SliderSpace":[35],"discovers":[36],"multiple":[37],"interpretable":[38],"diverse":[40,126],"directions":[41,98],"simultaneously":[42],"from":[43],"single":[45],"text":[46],"prompt.":[47],"Each":[48],"is":[50],"trained":[51,137],"as":[52],"low-rank":[54],"adaptor,":[55],"enabling":[56],"compositional":[57],"discovery":[61],"surprising":[63],"possibilities":[64],"in":[65],"model's":[67,104],"latent":[68,111],"space.":[69],"Through":[70],"extensive":[71],"experiments":[72],"on":[73],"state-of-the-art":[74],"models,":[76],"we":[77],"demonstrate":[78],"SliderSpace's":[79],"effectiveness":[80],"across":[81],"three":[82],"applications:":[83],"concept":[84],"decomposition,":[85],"artistic":[86],"style":[87],"exploration,":[88],"diversity":[90],"enhancement.":[91],"Our":[92,133],"quantitative":[93],"evaluation":[94],"shows":[95],"SliderSpace-discovered":[97],"decompose":[99],"structure":[102],"knowledge":[105],"effectively,":[106],"offering":[107],"insights":[108],"encoded":[113],"within":[114],"models.":[116],"User":[117],"studies":[118],"further":[119],"validate":[120],"our":[122],"method":[123],"produces":[124],"more":[125],"useful":[128],"variations":[129],"compared":[130],"baselines.":[132],"code,":[134],"data":[135],"weights":[138],"are":[139],"available":[140],"at":[141],"https://sliderspace.baulab.info":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}