{"id":"https://openalex.org/W7171933782","doi":"https://doi.org/10.1145/3774521.3774624","title":"EEG-Guided Image Synthesis via Hybrid Embedding and Diffusion Framework","display_name":"EEG-Guided Image Synthesis via Hybrid Embedding and Diffusion Framework","publication_year":2025,"publication_date":"2025-12-17","ids":{"openalex":"https://openalex.org/W7171933782","doi":"https://doi.org/10.1145/3774521.3774624"},"language":null,"primary_location":{"id":"doi:10.1145/3774521.3774624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774521.3774624","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixteen Indian Conference on Computer Vision, Graphics and Image Processing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3774521.3774624","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054770739","display_name":"Jyoti Nigam","orcid":"https://orcid.org/0000-0003-1750-3096"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jyoti Nigam","raw_affiliation_strings":["SCEE, IITMANDI, Mandi, Himachal Pradesh, India"],"raw_orcid":"https://orcid.org/0000-0003-1750-3096","affiliations":[{"raw_affiliation_string":"SCEE, IITMANDI, Mandi, Himachal Pradesh, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144149136","display_name":"Utsav Jain","orcid":"https://orcid.org/0009-0001-2864-7477"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Utsav Jain","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0001-2864-7477","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144127404","display_name":"Piyush Kumar","orcid":"https://orcid.org/0009-0004-8375-498X"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Piyush Kumar","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0004-8375-498X","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144173667","display_name":"Aryan Raj","orcid":"https://orcid.org/0009-0003-5330-2205"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aryan Raj","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0003-5330-2205","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144155118","display_name":"Gopesh Sharma","orcid":"https://orcid.org/0009-0009-8142-8992"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gopesh Sharma","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0009-8142-8992","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144120069","display_name":"Aaditya Singh","orcid":"https://orcid.org/0009-0000-5884-0086"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aaditya Singh","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0000-5884-0086","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144113048","display_name":"Asmit Kumar","orcid":"https://orcid.org/0009-0007-8706-4136"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Asmit Kumar","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0009-0007-8706-4136","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103245984","display_name":"Aditya Nigam","orcid":"https://orcid.org/0000-0003-4755-0619"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aditya Nigam","raw_affiliation_strings":["SCEE, Indian Institute of Technology, Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0000-0003-4755-0619","affiliations":[{"raw_affiliation_string":"SCEE, Indian Institute of Technology, Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018647189","display_name":"Arnav Bhavsar","orcid":"https://orcid.org/0000-0003-2849-4375"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arnav Bhavsar","raw_affiliation_strings":["SCEE, IIT Mandi, Mandi, HP, India"],"raw_orcid":"https://orcid.org/0000-0003-2849-4375","affiliations":[{"raw_affiliation_string":"SCEE, IIT Mandi, Mandi, HP, India","institution_ids":["https://openalex.org/I9579091"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9579091"],"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":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5522000193595886},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5447999835014343},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5303999781608582},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5286999940872192},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5138999819755554},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.49470001459121704},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.48809999227523804},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4681999981403351},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.45260000228881836}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6909000277519226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6651999950408936},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5522000193595886},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5447999835014343},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5339000225067139},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5303999781608582},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5286999940872192},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5138999819755554},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.49470001459121704},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.48809999227523804},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4681999981403351},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.45260000228881836},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4510999917984009},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43130001425743103},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.38109999895095825},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.36160001158714294},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.3614000082015991},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3262999951839447},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.3165999948978424},{"id":"https://openalex.org/C2776865275","wikidata":"https://www.wikidata.org/wiki/Q311666","display_name":"Projector","level":2,"score":0.3091000020503998},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.29600000381469727},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28780001401901245},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C2778328480","wikidata":"https://www.wikidata.org/wiki/Q1639904","display_name":"Hybrid image","level":3,"score":0.25780001282691956},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2547000050544739}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3774521.3774624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774521.3774624","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixteen Indian Conference on Computer Vision, Graphics and Image Processing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3774521.3774624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774521.3774624","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixteen Indian Conference on Computer Vision, Graphics and Image Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2133665775","https://openalex.org/W2766524960","https://openalex.org/W2897839226","https://openalex.org/W4221099735","https://openalex.org/W4312933868","https://openalex.org/W4313156423","https://openalex.org/W4372343016","https://openalex.org/W4386075821","https://openalex.org/W4387418456","https://openalex.org/W4394596955","https://openalex.org/W4405945776"],"related_works":[],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3],"propose":[4],"an":[5],"EEG-conditioned":[6],"image":[7],"reconstruction":[8],"framework":[9],"that":[10],"fine-tunes":[11],"a":[12,27,32,37,65,76,83,120],"pre-trained":[13],"Stable":[14],"Diffusion":[15],"model":[16,58],"to":[17,42],"generate":[18],"images":[19],"directly":[20],"from":[21,54],"brain":[22],"activity.":[23],"The":[24,73],"architecture":[25],"couples":[26],"frozen":[28,38],"EEG":[29,44,125],"encoder":[30,41],"with":[31,46,89,106],"trainable":[33],"projection":[34],"layer":[35],"and":[36,62,69,82,92,96,109],"CLIP":[39,84],"(ViT-L/14)":[40],"align":[43],"embeddings":[45],"visual":[47,129],"features.":[48],"Trained":[49],"on":[50],"12,000":[51],"EEG\u2013image":[52],"pairs":[53],"40":[55],"categories,":[56],"the":[57,60],"optimizes":[59],"UNet":[61],"projector":[63],"using":[64],"hybrid":[66],"diffusion":[67],"(MSE)":[68],"CLIP-based":[70],"contrastive":[71],"loss.":[72],"approach":[74],"achieves":[75],"final":[77],"validation":[78],"loss":[79],"of":[80,87],"0.195":[81],"similarity":[85],"score":[86],"0.872,":[88],"Inception":[90],"Score":[91],"SSIM":[93],"confirming":[94],"semantic":[95],"structural":[97],"fidelity.":[98],"Qualitative":[99],"results":[100],"show":[101],"both":[102],"accurate":[103],"object":[104,114],"reconstructions":[105],"varying":[107],"backgrounds":[108],"challenging":[110],"negative":[111],"generations":[112],"where":[113],"semantics":[115],"differ.":[116],"This":[117],"work":[118],"demonstrates":[119],"robust":[121],"baseline":[122],"for":[123],"translating":[124],"signals":[126],"into":[127],"coherent":[128],"content,":[130],"advancing":[131],"neural":[132],"decoding":[133],"in":[134],"generative":[135],"vision":[136],"models.":[137]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-08-01T00:00:00"}
