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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.14 (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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Volume 11 | Issue 3
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 118
Article Submitted : 21673
Article Published : 8541
Total Authors : 22459
Total Reviewer : 811
Total Countries : 159
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| Paper Title: | A Research Paper of Digital Forensics: Foundations, Challenges, and Methodologies |
| Authors Name: | Deepit Bakshi , Dr. Simmi Dutta , Satvik Pratap Thakur , Rajesh Kumar , Raghav Verma |
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IJRTI_204742
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| Published Paper Id: | IJRTI2506099 |
| Published In: | Volume 10 Issue 6, June-2025 |
| DOI: | |
| Abstract: | This paper provides a concise overview of digital forensics, detailing its core processes: identification to reporting—and emphasizing methodical approaches for evidence integrity. It examines foundational models and challenges in scientific validation, including a visual taxonomy of research areas. The study showcases image forensics as a means to highlight specialized techniques, particularly demonstrating how to detect alterations like re-sampling. A custom deepfake detection model, built with EfficientNet-B4 in PyTorch, is presented. Its methodology involves data preprocessing, transfer learning, and evaluation using standard classification metrics, demonstrating effective performance. The paper acknowledges limitations, such as a lack of temporal modelling and smaller dataset scale, and suggests future research directions, including integrating temporal dynamics and expanding data diversity. The objective is to combat misinformation by strengthening the model's ability to classify genuine versus manipulated images. |
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| Cite Article: | "A Research Paper of Digital Forensics: Foundations, Challenges, and Methodologies", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 6, page no.a854-a865, June-2025, Available :http://www.ijrti.org/papers/IJRTI2506099.pdf |
| Downloads: | 000454 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 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: IJRTI2506099
Registration ID:204742
Published In: Volume 10 Issue 6, June-2025
DOI (Digital Object Identifier):
Page No: a854-a865 Country: Jammu, Jammu and Kashmir, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2506099 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2506099 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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