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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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| Paper Title: | DETECTION OF DEEP FAKE FORENSICS IN WRAPING ARTIFACT USING DEEPLEARNING TECHNIQUES |
| Authors Name: | soorya s , Dr. N.pughazendi |
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IJNRD_193882
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| Published Paper Id: | IJNRD2305116 |
| Published In: | Volume 8 Issue 5, May-2023 |
| DOI: | |
| Abstract: | The demand for fake face picture detection increases as deepfake algorithms get more potent. Despite the development of numerous deepfake detection techniques, it is still challenging to identify all deepfake images using a single model. We offer a technique for classifying various deep fake picture types using three frequently generated deep fake traces: residual noise, warping anomalies, and blur effects. To locate pixel-wise residual noise traces, we employed a network designed for steganalysis. While capturing high-level features, we also take landmarks into consideration because they are the primary parts of the face where unusual deformations typically arise in deep-fake photographs. Last but not least, since the effect of a deep fake is comparable to that of blurring, we use attributes from various picture quality evaluation tools that can recognize blurring hints. The results demonstrate that each detection technique is reliable, and the proposed network consistently outperforms previous detection networks on datasets with various deepfake types. |
| Keywords: | Deepfake forensics, image forensics, lingering noise, warping artifacts, and picture quality evaluation. |
| Cite Article: | "DETECTION OF DEEP FAKE FORENSICS IN WRAPING ARTIFACT USING DEEPLEARNING TECHNIQUES", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 5, page no.b95-b99, May-2023, Available :http://www.ijnrd.org/papers/IJNRD2305116.pdf |
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| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2305116 Registration ID: 193882 Published In: Volume 8 Issue 5, May-2023 DOI (Digital Object Identifier): Page No: b95-b99 Country: chennai, tamilnadu, India Research Area: Computer Engineering Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2305116 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2305116 |
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