{"id":"https://openalex.org/W4200453764","doi":"https://doi.org/10.1145/3490035.3490282","title":"G3AN++","display_name":"G3AN++","publication_year":2021,"publication_date":"2021-12-14","ids":{"openalex":"https://openalex.org/W4200453764","doi":"https://doi.org/10.1145/3490035.3490282"},"language":"en","primary_location":{"id":"doi:10.1145/3490035.3490282","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3490035.3490282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twelfth Indian Conference on Computer Vision, Graphics and Image Processing","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/A5026592185","display_name":"Sonam Gupta","orcid":"https://orcid.org/0000-0002-4323-6991"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sonam Gupta","raw_affiliation_strings":["Indian Institute of Technology Madras, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054321623","display_name":"Arti Keshari","orcid":"https://orcid.org/0000-0001-9097-8990"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arti Keshari","raw_affiliation_strings":["Indian Institute of Technology Madras, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000019969","display_name":"Sukhendu Das","orcid":"https://orcid.org/0000-0002-2823-9211"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sukhendu Das","raw_affiliation_strings":["Indian Institute of Technology Madras, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5026592185"],"corresponding_institution_ids":["https://openalex.org/I24676775"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16970588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9995999932289124,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9995999932289124,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9991000294685364,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.8692677617073059},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.6149783134460449},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5834133625030518},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5731978416442871},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.5533127188682556},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5299758911132812},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4999809265136719},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4733728766441345},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4731375277042389},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.46520882844924927},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4488714337348938},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4105372726917267},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38355493545532227},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35027098655700684}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8692677617073059},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.6149783134460449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5834133625030518},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5731978416442871},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.5533127188682556},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5299758911132812},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4999809265136719},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4733728766441345},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4731375277042389},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.46520882844924927},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4488714337348938},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4105372726917267},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38355493545532227},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35027098655700684},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3490035.3490282","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3490035.3490282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twelfth Indian Conference on Computer Vision, Graphics and Image Processing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1596560700","https://openalex.org/W2016053056","https://openalex.org/W2146634731","https://openalex.org/W2558805089","https://openalex.org/W2739107216","https://openalex.org/W2776460497","https://openalex.org/W2962934715","https://openalex.org/W2963092440","https://openalex.org/W2963408477","https://openalex.org/W2964033924","https://openalex.org/W2964245526","https://openalex.org/W2981592093","https://openalex.org/W2995001040","https://openalex.org/W3013175169","https://openalex.org/W3102720105"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W2967848559","https://openalex.org/W4299831724","https://openalex.org/W4283803360"],"abstract_inverted_index":{"Video":[0],"generation":[1],"task":[2,182],"is":[3,36,159],"a":[4,55,103,142],"challenging":[5],"problem":[6],"which":[7],"involves":[8],"the":[9,17,31,42,48,76,88,110,117,137,163,171,180],"modelling":[10],"of":[11,16,33,44,74,78,161,183],"complex":[12],"real-world":[13],"dynamics.":[14],"Most":[15],"existing":[18,138],"methods":[19,140],"have":[20],"designed":[21],"deep":[22],"networks":[23,35,46],"to":[24,108,120,178],"tackle":[25],"high-dimensional":[26],"video":[27,79],"data":[28],"distributions.":[29],"However,":[30],"utilization":[32],"wide":[34,45],"still":[37],"under":[38],"explored.":[39],"Inspired":[40],"by":[41,86,141],"success":[43],"in":[47],"image":[49],"recognition":[50],"literature,":[51],"we":[52,81],"present":[53],"G3AN++,":[54],"three-stream":[56],"generative":[57],"adversarial":[58],"network":[59,84],"for":[60],"video.":[61],"The":[62,113],"three":[63],"streams":[64],"are":[65],"spatial,":[66],"temporal":[67],"and":[68,123,129,150,165],"spatio-temporal":[69],"processing":[70],"branches.":[71],"In":[72],"pursuit":[73],"improving":[75],"quality":[77],"generation,":[80],"make":[82],"our":[83,134],"wider":[85],"splitting":[87],"spatial":[89],"stream":[90],"into":[91],"two":[92],"parallel":[93,118],"identical":[94],"branches":[95,119],"learning":[96],"complementary":[97,111],"feature":[98],"representations.":[99],"We":[100,167],"further":[101],"introduce":[102],"novel":[104],"adaptive":[105],"masking":[106,114],"layer":[107,115],"impose":[109],"constraint.":[112],"encourages":[116],"learn":[121],"distinct":[122],"richer":[124],"visual":[125],"features.":[126],"Extensive":[127],"quantitative":[128],"qualitative":[130],"analysis":[131],"demonstrates":[132],"that":[133,157,170],"model":[135],"outperforms":[136],"state-of-the-art":[139],"significant":[143],"margin":[144],"on":[145],"Weizmann":[146],"Action,":[147],"UvA-Nemo":[148],"Smile":[149],"UCF101":[151],"Action":[152],"datasets.":[153],"Additional":[154],"exploration":[155],"reveals":[156],"G3AN++":[158],"capable":[160],"disentangling":[162],"appearance":[164],"motion.":[166],"also":[168],"show":[169],"proposed":[172],"method":[173],"can":[174],"be":[175],"easily":[176],"extended":[177],"solve":[179],"hard":[181],"text-to-video":[184],"generation.":[185]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2021-12-31T00:00:00"}
