{"id":"https://openalex.org/W3110270431","doi":"https://doi.org/10.1109/icspcc50002.2020.9259551","title":"Selection-Channel-Aware Deep Neural Network to Detect Motion Vector Embedding of HEVC Videos","display_name":"Selection-Channel-Aware Deep Neural Network to Detect Motion Vector Embedding of HEVC Videos","publication_year":2020,"publication_date":"2020-08-21","ids":{"openalex":"https://openalex.org/W3110270431","doi":"https://doi.org/10.1109/icspcc50002.2020.9259551","mag":"3110270431"},"language":"en","primary_location":{"id":"doi:10.1109/icspcc50002.2020.9259551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcc50002.2020.9259551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5069542525","display_name":"Xiongbo Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongbo Huang","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102772000","display_name":"Yongjian Hu","orcid":"https://orcid.org/0000-0002-7775-3786"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongjian Hu","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374818","display_name":"Yufei Wang","orcid":"https://orcid.org/0000-0002-0729-908X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yufei Wang","raw_affiliation_strings":["Sino-Singapore International Joint Research Institute, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sino-Singapore International Joint Research Institute, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031732848","display_name":"Beibei Liu","orcid":"https://orcid.org/0000-0002-3907-773X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beibei Liu","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076077485","display_name":"Shuowei Liu","orcid":"https://orcid.org/0000-0003-1740-8865"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuowei Liu","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":1.0,"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":1.0,"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/T12357","display_name":"Digital Media Forensic Detection","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/T10741","display_name":"Video Coding and Compression Technologies","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/steganalysis","display_name":"Steganalysis","score":0.902868390083313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8159117102622986},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7295889854431152},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.6767104268074036},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6687623858451843},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.58387291431427},{"id":"https://openalex.org/keywords/motion-vector","display_name":"Motion vector","score":0.5226818919181824},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5143862366676331},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5122124552726746},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5015215873718262},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47035646438598633},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.46879348158836365},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46759694814682007},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46343690156936646},{"id":"https://openalex.org/keywords/selection-algorithm","display_name":"Selection algorithm","score":0.4365190863609314},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.21361398696899414},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13994711637496948}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.902868390083313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8159117102622986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7295889854431152},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.6767104268074036},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6687623858451843},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.58387291431427},{"id":"https://openalex.org/C2779020251","wikidata":"https://www.wikidata.org/wiki/Q3555171","display_name":"Motion vector","level":3,"score":0.5226818919181824},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5143862366676331},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5122124552726746},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5015215873718262},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47035646438598633},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.46879348158836365},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46759694814682007},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46343690156936646},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.4365190863609314},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.21361398696899414},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13994711637496948},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icspcc50002.2020.9259551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcc50002.2020.9259551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1525811855","https://openalex.org/W1955882805","https://openalex.org/W1976570511","https://openalex.org/W2009130368","https://openalex.org/W2026506932","https://openalex.org/W2046664019","https://openalex.org/W2059019537","https://openalex.org/W2142898533","https://openalex.org/W2156822024","https://openalex.org/W2162974356","https://openalex.org/W2167401236","https://openalex.org/W2170598445","https://openalex.org/W2390908025","https://openalex.org/W2514127746","https://openalex.org/W2538511122","https://openalex.org/W2542290803","https://openalex.org/W2547605526","https://openalex.org/W2565257220","https://openalex.org/W2579698629","https://openalex.org/W2621048556","https://openalex.org/W2735904389","https://openalex.org/W2892948265","https://openalex.org/W2902382454","https://openalex.org/W2969708644","https://openalex.org/W6631221381","https://openalex.org/W6684309823"],"related_works":["https://openalex.org/W2148973528","https://openalex.org/W2939392096","https://openalex.org/W4243922849","https://openalex.org/W2106726851","https://openalex.org/W4309385482","https://openalex.org/W2068740952","https://openalex.org/W2182496537","https://openalex.org/W2792878404","https://openalex.org/W3154843532","https://openalex.org/W1965039524"],"abstract_inverted_index":{"It":[0],"is":[1,133],"well":[2],"established":[3],"that":[4,130,137,176],"using":[5,167],"the":[6,9,13,24,36,41,143,154,163,168,177],"selection":[7,59,169,182],"channel,":[8],"probabilities":[10],"with":[11],"which":[12,51],"elements":[14],"in":[15,35,114],"cover":[16],"are":[17,92],"modified":[18],"during":[19],"message":[20],"embedding,":[21],"would":[22],"improve":[23],"performance":[25,187],"of":[26,58,138,145,156,166],"steganalysis.":[27,71,128],"Most":[28],"video":[29,48,88,98,112,127,131],"steganographical":[30],"algorithms":[31],"embed":[32],"secret":[33],"messages":[34],"compressed":[37],"domain":[38],"by":[39],"modifying":[40],"motion":[42,159],"vectors":[43],"having":[44],"less":[45],"impact":[46],"on":[47,142,188],"visual":[49],"quality,":[50],"can":[52],"be":[53,84],"considered":[54],"as":[55],"a":[56,121],"form":[57],"channel.":[60],"Recently,":[61],"deep":[62,123,150],"neural":[63,124,152],"networks":[64,78,110],"have":[65,74,106,174],"been":[66,75,107],"rapidly":[67],"developed":[68],"for":[69,79,111,126,149,158],"multimedia":[70],"Although":[72],"there":[73,91,105],"some":[76],"selection-channel-aware":[77,109,122],"image":[80,96],"steganalysis,":[81],"they":[82],"cannot":[83],"simply":[85],"extended":[86],"to":[87],"steganalysis":[89,113],"because":[90],"great":[93],"differences":[94],"between":[95],"and":[97,162,184],"steganographic":[99],"modification.":[100],"To":[101],"our":[102],"best":[103],"knowledge,":[104],"no":[108],"literature.":[115],"In":[116],"this":[117],"article,":[118],"we":[119,140],"propose":[120],"network":[125,164],"Considering":[129],"structure":[132,165],"quite":[134],"different":[135],"from":[136,181],"image,":[139],"focus":[141],"construction":[144],"input":[146],"data":[147],"matrix":[148],"convolutional":[151],"network,":[153],"definition":[155],"probability":[157],"vector":[160],"modification,":[161],"channel":[170,183],"knowledge.":[171],"Experimental":[172],"results":[173],"demonstrated":[175],"proposed":[178],"method":[179],"benefits":[180],"has":[185],"satisfactory":[186],"testing":[189],"HEVC":[190],"videos.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}