{"id":"https://openalex.org/W4387068241","doi":"https://doi.org/10.1109/tpami.2023.3319448","title":"Deep Scene Flow Learning: From 2D Images to 3D Point Clouds","display_name":"Deep Scene Flow Learning: From 2D Images to 3D Point Clouds","publication_year":2023,"publication_date":"2023-09-26","ids":{"openalex":"https://openalex.org/W4387068241","doi":"https://doi.org/10.1109/tpami.2023.3319448","pmid":"https://pubmed.ncbi.nlm.nih.gov/37751348"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2023.3319448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3319448","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5019337921","display_name":"Xuezhi Xiang","orcid":null},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuezhi Xiang","raw_affiliation_strings":["School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051282546","display_name":"Rokia Abdein","orcid":"https://orcid.org/0000-0003-2510-1804"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rokia Abdein","raw_affiliation_strings":["School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082635897","display_name":"Wei Li","orcid":"https://orcid.org/0009-0007-4276-4438"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Harbin Engineering University, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Key Laboratory of Advanced Marine Communication and Information Technology, Ministry of Industry and Information Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I890469752"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109797436","display_name":"Abdulmotaleb El Saddik","orcid":null},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abdulmotaleb El Saddik","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019337921"],"corresponding_institution_ids":["https://openalex.org/I151727225","https://openalex.org/I890469752"],"apc_list":null,"apc_paid":null,"fwci":0.7222,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72855424,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"46","issue":"1","first_page":"185","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9998000264167786,"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":0.9998000264167786,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9937999844551086,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9922999739646912,"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":0.8058443069458008},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7660462260246277},{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.7529536485671997},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.752361536026001},{"id":"https://openalex.org/keywords/optical-flow","display_name":"Optical flow","score":0.7283878922462463},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5703156590461731},{"id":"https://openalex.org/keywords/expediting","display_name":"Expediting","score":0.5500385761260986},{"id":"https://openalex.org/keywords/motion-estimation","display_name":"Motion estimation","score":0.5007522106170654},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4825679361820221},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.44857630133628845},{"id":"https://openalex.org/keywords/structure-from-motion","display_name":"Structure from motion","score":0.4432711601257324},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.42986196279525757},{"id":"https://openalex.org/keywords/compositing","display_name":"Compositing","score":0.41759756207466125},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.41713839769363403},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.33675462007522583},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08631011843681335}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8058443069458008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7660462260246277},{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.7529536485671997},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.752361536026001},{"id":"https://openalex.org/C155542232","wikidata":"https://www.wikidata.org/wiki/Q736111","display_name":"Optical flow","level":3,"score":0.7283878922462463},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5703156590461731},{"id":"https://openalex.org/C134448949","wikidata":"https://www.wikidata.org/wiki/Q1384274","display_name":"Expediting","level":2,"score":0.5500385761260986},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.5007522106170654},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4825679361820221},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.44857630133628845},{"id":"https://openalex.org/C146159030","wikidata":"https://www.wikidata.org/wiki/Q7625099","display_name":"Structure from motion","level":3,"score":0.4432711601257324},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.42986196279525757},{"id":"https://openalex.org/C129315195","wikidata":"https://www.wikidata.org/wiki/Q1121886","display_name":"Compositing","level":3,"score":0.41759756207466125},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.41713839769363403},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.33675462007522583},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08631011843681335},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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":2,"locations":[{"id":"doi:10.1109/tpami.2023.3319448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3319448","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:37751348","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37751348","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2419147997","display_name":null,"funder_award_id":"LH2021F011","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G8273695386","display_name":null,"funder_award_id":"3072022TS0801","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8569178195","display_name":null,"funder_award_id":"62271160","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323085","display_name":"Natural Science Foundation of Heilongjiang Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":195,"referenced_works":["https://openalex.org/W764651262","https://openalex.org/W1513100184","https://openalex.org/W1612997784","https://openalex.org/W1921093919","https://openalex.org/W2034869517","https://openalex.org/W2049981393","https://openalex.org/W2059612594","https://openalex.org/W2088692258","https://openalex.org/W2115579991","https://openalex.org/W2150066425","https://openalex.org/W2259424905","https://openalex.org/W2520707372","https://openalex.org/W2560474170","https://openalex.org/W2609883120","https://openalex.org/W2793872863","https://openalex.org/W2799041689","https://openalex.org/W2799108379","https://openalex.org/W2801997881","https://openalex.org/W2810554001","https://openalex.org/W2851218871","https://openalex.org/W2883758202","https://openalex.org/W2887479417","https://openalex.org/W2890108942","https://openalex.org/W2890949887","https://openalex.org/W2895813988","https://openalex.org/W2897853710","https://openalex.org/W2900471873","https://openalex.org/W2900706599","https://openalex.org/W2904340070","https://openalex.org/W2904631343","https://openalex.org/W2905310541","https://openalex.org/W2905561397","https://openalex.org/W2909119029","https://openalex.org/W2909309777","https://openalex.org/W2909946115","https://openalex.org/W2926569033","https://openalex.org/W2941051386","https://openalex.org/W2949023359","https://openalex.org/W2954174912","https://openalex.org/W2957242950","https://openalex.org/W2960305679","https://openalex.org/W2962771259","https://openalex.org/W2962778872","https://openalex.org/W2962864875","https://openalex.org/W2963015194","https://openalex.org/W2963265330","https://openalex.org/W2963316641","https://openalex.org/W2963403249","https://openalex.org/W2963583471","https://openalex.org/W2963591054","https://openalex.org/W2963775820","https://openalex.org/W2963782415","https://openalex.org/W2963891416","https://openalex.org/W2963906250","https://openalex.org/W2963954891","https://openalex.org/W2964094092","https://openalex.org/W2964156315","https://openalex.org/W2964677288","https://openalex.org/W2964968086","https://openalex.org/W2967043539","https://openalex.org/W2967113900","https://openalex.org/W2970881233","https://openalex.org/W2971143541","https://openalex.org/W2971686478","https://openalex.org/W2972357649","https://openalex.org/W2977036535","https://openalex.org/W2980116241","https://openalex.org/W2984858187","https://openalex.org/W2985178537","https://openalex.org/W2986056979","https://openalex.org/W2995516027","https://openalex.org/W2996010494","https://openalex.org/W2996166203","https://openalex.org/W3000681136","https://openalex.org/W3001179317","https://openalex.org/W3003852583","https://openalex.org/W3004148335","https://openalex.org/W3007471652","https://openalex.org/W3007774126","https://openalex.org/W3010090948","https://openalex.org/W3013402579","https://openalex.org/W3014318259","https://openalex.org/W3014479278","https://openalex.org/W3015551381","https://openalex.org/W3025259043","https://openalex.org/W3033193681","https://openalex.org/W3034295100","https://openalex.org/W3034308492","https://openalex.org/W3034321406","https://openalex.org/W3034364596","https://openalex.org/W3034642839","https://openalex.org/W3034896357","https://openalex.org/W3034953148","https://openalex.org/W3035552210","https://openalex.org/W3039448353","https://openalex.org/W3043306352","https://openalex.org/W3048275157","https://openalex.org/W3087584369","https://openalex.org/W3090679008","https://openalex.org/W3092856933","https://openalex.org/W3100280854","https://openalex.org/W3106932526","https://openalex.org/W3107105757","https://openalex.org/W3107971425","https://openalex.org/W3108086282","https://openalex.org/W3109379931","https://openalex.org/W3109908659","https://openalex.org/W3109923092","https://openalex.org/W3111879502","https://openalex.org/W3113377105","https://openalex.org/W3116730076","https://openalex.org/W3118572353","https://openalex.org/W3118635606","https://openalex.org/W3124054989","https://openalex.org/W3127140219","https://openalex.org/W3127528059","https://openalex.org/W3127986322","https://openalex.org/W3128121047","https://openalex.org/W3128818397","https://openalex.org/W3133038620","https://openalex.org/W3138771037","https://openalex.org/W3147597595","https://openalex.org/W3162696321","https://openalex.org/W3163789542","https://openalex.org/W3173486695","https://openalex.org/W3173561529","https://openalex.org/W3173805712","https://openalex.org/W3174911623","https://openalex.org/W3175172372","https://openalex.org/W3175558068","https://openalex.org/W3175582404","https://openalex.org/W3175617025","https://openalex.org/W3175645231","https://openalex.org/W3175649884","https://openalex.org/W3175990408","https://openalex.org/W3176336346","https://openalex.org/W3178825327","https://openalex.org/W3182475810","https://openalex.org/W3182809356","https://openalex.org/W3184023119","https://openalex.org/W3186096360","https://openalex.org/W3186769031","https://openalex.org/W3194854685","https://openalex.org/W3201334943","https://openalex.org/W3201987110","https://openalex.org/W3202821542","https://openalex.org/W3206486597","https://openalex.org/W3206778864","https://openalex.org/W3207924272","https://openalex.org/W3209438693","https://openalex.org/W3212877081","https://openalex.org/W3212939875","https://openalex.org/W3215023725","https://openalex.org/W3215476595","https://openalex.org/W3215923428","https://openalex.org/W4206545848","https://openalex.org/W4206994504","https://openalex.org/W4210254627","https://openalex.org/W4213088271","https://openalex.org/W4224277891","https://openalex.org/W4226137188","https://openalex.org/W4226322709","https://openalex.org/W4283168660","https://openalex.org/W4285102284","https://openalex.org/W4285803579","https://openalex.org/W4293428446","https://openalex.org/W4294068600","https://openalex.org/W4294982475","https://openalex.org/W4296050207","https://openalex.org/W4307479330","https://openalex.org/W4308233875","https://openalex.org/W4308480162","https://openalex.org/W4312253406","https://openalex.org/W4312275038","https://openalex.org/W4312304352","https://openalex.org/W4312398233","https://openalex.org/W4312603966","https://openalex.org/W4312636847","https://openalex.org/W4312742492","https://openalex.org/W4312790276","https://openalex.org/W4312797714","https://openalex.org/W4312800713","https://openalex.org/W4312825882","https://openalex.org/W4312896435","https://openalex.org/W4313016775","https://openalex.org/W4313130451","https://openalex.org/W4372346621","https://openalex.org/W4381930141","https://openalex.org/W4382193053","https://openalex.org/W4386083131","https://openalex.org/W6739778489","https://openalex.org/W6764514022","https://openalex.org/W6768009244","https://openalex.org/W6770404345","https://openalex.org/W6846473379"],"related_works":["https://openalex.org/W2030154815","https://openalex.org/W1501297619","https://openalex.org/W2026674073","https://openalex.org/W2354637046","https://openalex.org/W1484667368","https://openalex.org/W1988727984","https://openalex.org/W2095498067","https://openalex.org/W1593347678","https://openalex.org/W2114253841","https://openalex.org/W2945814863"],"abstract_inverted_index":{"Scene":[0],"flow":[1,31,131],"describes":[2],"the":[3,22,41,60,85,96,120,134,144,157,163,190],"3D":[4,114],"motion":[5],"in":[6,36,46,92,133,174],"a":[7,14,19,74,140,169],"scene.":[8],"It":[9],"can":[10],"be":[11],"modeled":[12],"as":[13,18,51,55,78,101],"single":[15],"task":[16],"or":[17,54,71],"composite":[20],"of":[21,25,65,87,143,176],"auxiliary":[23],"tasks":[24,53,57],"depth,":[26],"camera":[27,75],"motion,":[28,99],"and":[29,118,150,178,187,193],"optical":[30],"estimation.":[32],"Deep":[33],"learning's":[34],"emergence":[35],"recent":[37],"years":[38],"has":[39],"broadened":[40],"horizons":[42],"for":[43,80,159],"new":[44],"methodologies":[45,158],"estimating":[47],"these":[48,81,172],"tasks,":[49],"either":[50,69],"separate":[52],"joint":[56],"to":[58,94],"reconstruct":[59],"scene":[61,130],"flow.":[62],"The":[63],"sequence":[64],"images":[66,93,105],"that":[67],"are":[68],"synthesized":[70],"captured":[72],"by":[73,109],"is":[76],"used":[77],"input":[79],"methods,":[82],"which":[83,112],"face":[84],"challenge":[86],"dealing":[88],"with":[89,185],"various":[90],"situations":[91],"provide":[95,113,139,168],"most":[97],"accurate":[98],"such":[100],"image":[102],"quality.":[103],"Nowadays,":[104],"have":[106],"been":[107],"superseded":[108],"point":[110],"clouds,":[111],"information,":[115],"thereby":[116],"expediting":[117],"enhancing":[119],"estimated":[121],"motion.":[122],"In":[123,153],"this":[124,183],"paper,":[125],"we":[126,155,167,181],"dig":[127],"deeply":[128],"into":[129],"estimation":[132],"deep":[135],"learning":[136],"era.":[137],"We":[138],"comprehensive":[141],"overview":[142],"important":[145],"topics":[146],"regarding":[147],"both":[148],"image-based":[149],"point-cloud-based":[151],"methods.":[152],"addition,":[154],"cover":[156],"each":[160],"category,":[161],"highlighting":[162],"network":[164],"architecture.":[165],"Furthermore,":[166],"comparison":[170],"between":[171],"methods":[173],"terms":[175],"performance":[177],"efficiency.":[179],"Finally,":[180],"conclude":[182],"survey":[184],"insights":[186],"discussions":[188],"on":[189],"open":[191],"issues":[192],"future":[194],"research":[195],"directions.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}