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Multimodal transformer-based watermarking for deepfake detection and digital media authentication: current progress, challenges, and future directions.

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Title: Multimodal transformer-based watermarking for deepfake detection and digital media authentication: current progress, challenges, and future directions.
Authors: Sim KS; Department of Computer Science and Engineering, Pabna University of Science and Technology, Pabna, Bangladesh., Islam MT; Department of Computer Science and Engineering, Pabna University of Science and Technology, Pabna, Bangladesh.
Source: Frontiers in artificial intelligence [Front Artif Intell] 2026 Jul 14; Vol. 9, pp. 1848963. Date of Electronic Publication: 2026 Jul 14 (Print Publication: 2026).
Publication Type: Journal Article; Review
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 101770551 Publication Model: eCollection Cited Medium: Internet ISSN: 2624-8212 (Electronic) Linking ISSN: 26248212 NLM ISO Abbreviation: Front Artif Intell Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Multimodal transformer-based watermarking for deepfake detection and digital media authentication: current progress, challenges, and future directions.
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  Data: <searchLink fieldCode="AU" term="%22Sim+KS%22">Sim KS</searchLink>; Department of Computer Science and Engineering, Pabna University of Science and Technology, Pabna, Bangladesh.<br /><searchLink fieldCode="AU" term="%22Islam+MT%22">Islam MT</searchLink>; Department of Computer Science and Engineering, Pabna University of Science and Technology, Pabna, Bangladesh.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+SA%22">Frontiers Media SA </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101770551 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2624-8212 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226248212%22">26248212 </searchLink><i>NLM ISO Abbreviation: </i>Front Artif Intell <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3389/frai.2026.1848963
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      – Code: eng
        Text: English
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      – TitleFull: Multimodal transformer-based watermarking for deepfake detection and digital media authentication: current progress, challenges, and future directions.
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            NameFull: Sim KS
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            NameFull: Islam MT
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            – D: 14
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              Text: 2026 Jul 14
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              Y: 2026
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              Value: 2624-8212
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              Value: 9
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