DETECTION OF DEEP FAKE FORENSICS IN WRAPING ARTIFACT USING DEEPLEARNING TECHNIQUES

DETECTION OF DEEP FAKE FORENSICS IN WRAPING ARTIFACT USING DEEPLEARNING TECHNIQUES

Registration ID: IJNRD_193882

Published ID: IJNRD2305116

DOI: Click Here to Get

soorya s , Dr. N.pughazendi

Deepfake forensics, image forensics, lingering noise, warping artifacts, and picture quality evaluation.

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.

Published Paper   E-Certificate

"DETECTION OF DEEP FAKE FORENSICS IN WRAPING ARTIFACT USING DEEPLEARNING TECHNIQUES", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 5, page no.b95-b99, May-2023, Available :https://ijnrd.org/papers/IJNRD2305116.pdf

Volume 8 Issue 5, May-2023

Pages : b95-b99

Paper Reg. ID: IJNRD_193882

Published Paper Id: IJNRD2305116

Downloads: 000121185

Research Area: Computer Engineering 

Country: chennai, tamilnadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2305116.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2305116

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

IJNRD is Scholarly open access journals, Peer-reviewed, and Refereed Journals, High 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) with Open-Access Publications.

INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

Indexing In Google Scholar, SSRN, ResearcherID-Publons, Semantic Scholar | AI-Powered Research Tool, Microsoft Academic, Academia.edu, arXiv.org, Research Gate, CiteSeerX, ResearcherID Thomson Reuters, Mendeley : reference manager, DocStoc, ISSUU, Scribd, and many more

How to submit the paper?

Important Dates for Current issue

Paper Submission Open For: August 2025

Current Issue: Volume 10 | Issue 8

Last Date for Paper Submission: Till 31-Aug-2025

Notification of Review Result: Within 1-2 Days after Submitting paper.

Publication of Paper: Within 01-02 Days after Submititng documents.

Frequency: Monthly (12 issue Annually).

Journal Type: International Peer-reviewed, Refereed, and Open Access Journal.

Subject Category: Research Area