{"id":"https://openalex.org/W4406847225","doi":"https://doi.org/10.1142/s0219467827500173","title":"Copy\u2013Move Image Multiple Forgery Detection Based on Transit Flow Regime Algorithm\u2013Enabled ShuffleNet","display_name":"Copy\u2013Move Image Multiple Forgery Detection Based on Transit Flow Regime Algorithm\u2013Enabled ShuffleNet","publication_year":2025,"publication_date":"2025-01-25","ids":{"openalex":"https://openalex.org/W4406847225","doi":"https://doi.org/10.1142/s0219467827500173"},"language":"en","primary_location":{"id":"doi:10.1142/s0219467827500173","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219467827500173","pdf_url":null,"source":{"id":"https://openalex.org/S60080701","display_name":"International Journal of Image and Graphics","issn_l":"0219-4678","issn":["0219-4678","1793-6756"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Image and Graphics","raw_type":"journal-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/A5043127090","display_name":"B. Chaitra","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. Chaitra","raw_affiliation_strings":["Department of Computer Science and Engineering, Global Academy of Technology, Bangalore, Karnataka 560098, India"],"raw_orcid":"https://orcid.org/0000-0001-8100-1627","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Global Academy of Technology, Bangalore, Karnataka 560098, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010082761","display_name":"P. V. Bhaskar Reddy","orcid":"https://orcid.org/0000-0002-7907-4306"},"institutions":[{"id":"https://openalex.org/I83737708","display_name":"REVA University","ror":"https://ror.org/03gtcxd54","country_code":"IN","type":"education","lineage":["https://openalex.org/I83737708"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. V. Bhaskar Reddy","raw_affiliation_strings":["School of Computer Science and Engineering, REVA University, Bangalore, Karnataka 560064, India"],"raw_orcid":"https://orcid.org/0000-0002-7907-4306","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, REVA University, Bangalore, Karnataka 560064, India","institution_ids":["https://openalex.org/I83737708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5311,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8015832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"26","issue":"07","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9983000159263611,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9983000159263611,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.958899974822998,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9569000005722046,"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":0.5837475657463074},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4737466275691986},{"id":"https://openalex.org/keywords/transit","display_name":"Transit (satellite)","score":0.4615265429019928},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.44165512919425964},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3303728997707367},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2285798192024231},{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.17425638437271118},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15110507607460022},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.14392560720443726}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5837475657463074},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4737466275691986},{"id":"https://openalex.org/C2778022998","wikidata":"https://www.wikidata.org/wiki/Q651136","display_name":"Transit (satellite)","level":3,"score":0.4615265429019928},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.44165512919425964},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3303728997707367},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2285798192024231},{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.17425638437271118},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15110507607460022},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.14392560720443726},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0219467827500173","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219467827500173","pdf_url":null,"source":{"id":"https://openalex.org/S60080701","display_name":"International Journal of Image and Graphics","issn_l":"0219-4678","issn":["0219-4678","1793-6756"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Image and Graphics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1999284878","https://openalex.org/W2057747179","https://openalex.org/W2059652177","https://openalex.org/W2149073238","https://openalex.org/W2789663503","https://openalex.org/W2888859070","https://openalex.org/W2907791773","https://openalex.org/W2950840494","https://openalex.org/W2963125010","https://openalex.org/W2968534587","https://openalex.org/W2982226153","https://openalex.org/W2995374468","https://openalex.org/W3011709185","https://openalex.org/W3013316990","https://openalex.org/W3018105153","https://openalex.org/W3019536224","https://openalex.org/W3022867133","https://openalex.org/W3117551253","https://openalex.org/W3128579635","https://openalex.org/W3133431602","https://openalex.org/W3134500368","https://openalex.org/W3138230904","https://openalex.org/W3192602971","https://openalex.org/W3209004384","https://openalex.org/W4224261682","https://openalex.org/W4225843102","https://openalex.org/W4285303682","https://openalex.org/W4360999380"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"The":[0,38,54,102,168],"copy-move":[1],"forgery":[2,39,56,87,162],"is":[3,51,83,96,106,164,170,176],"considered":[4,95],"one":[5],"among":[6],"difficult":[7],"kinds":[8],"of":[9,74,137,179,197],"image":[10,20,31,45,50,94,112,124],"forgeries":[11],"that":[12,125],"must":[13],"be":[14],"detected.":[15],"This":[16],"occurs":[17],"by":[18,32],"duplicating":[19],"parts":[21],"or":[22],"portions":[23],"and":[24,155,183,194,201],"thereafter":[25],"adding":[26],"up":[27],"again":[28],"in":[29,35,44,109],"an":[30,48,110,177],"itself":[33],"but":[34],"other":[36],"locations.":[37],"detection":[40,57,105,163],"techniques":[41],"are":[42,119],"utilized":[43],"protection":[46],"while":[47],"actual":[49],"not":[52],"obtainable.":[53],"current":[55],"methods":[58],"detect":[59],"tampered":[60],"areas":[61],"with":[62],"lesser":[63],"effectiveness":[64],"owing":[65],"to":[66,98,172],"larger":[67],"size":[68],"as":[69,71],"well":[70],"low":[72],"contrast":[73],"images.":[75],"Here,":[76],"transit":[77,180],"flow":[78,184],"regime":[79,185],"algorithm-based":[80],"ShuffleNet":[81,169],"(TFRA-ShuffleNet)":[82],"presented":[84],"for":[85],"multiple":[86,99,103,161],"detection.":[88,101],"In":[89],"this":[90],"work,":[91],"the":[92],"input":[93,111],"given":[97],"object":[100,104,122],"carried":[107],"out":[108],"utilizing":[113],"YOLO":[114],"V3.":[115],"After":[116],"that,":[117],"features":[118],"extracted":[120],"from":[121],"detected":[123],"include":[126],"local":[127,131,141,146,150,156],"vector":[128],"pattern":[129,133,148,153,158],"(LVP),":[130],"optimal-oriented":[132],"(LOOP),":[134],"pyramid":[135],"histogram":[136],"oriented":[138],"gradients":[139],"(PHoG),":[140],"Gabor":[142],"XOR":[143],"patterns":[144],"(LGXP),":[145],"directional":[147,151],"(LDP),":[149],"ternary":[152],"(LDTP)":[154],"binary":[157],"(LBP).":[159],"Lastly,":[160],"conducted":[165],"employing":[166],"ShuffleNet.":[167],"trained":[171],"employ":[173],"TFRA,":[174],"which":[175],"integration":[178],"search":[181],"(TS)":[182],"algorithm":[186],"(FRA).":[187],"Furthermore,":[188],"TFRA-ShuffleNet":[189],"achieved":[190],"maximal":[191],"accuracy,":[192],"TPR":[193],"TNR":[195],"values":[196],"about":[198],"96.5%,":[199],"96.5%":[200],"97.5%.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
