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Title: :  Video And Image Manipulation Detection Using Multiple Deep Learning Techniques
PaperId: :  21012
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 4 2023
DUI:    16.0415/IJARIIE-21012
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Sankar VinayakGovernment Engineering College Sreekrishnapuram, Palakkad
Alwin JosephGovernment Engineering College Sreekrishnapuram, Palakkad
Muhammed Rizal K EGovernment Engineering College Sreekrishnapuram, Palakkad

Abstract

Computer Engineering
Deep Learning, Image Manipulation Detection, Deepfake Detection, CGI Detection, CNN
Video and image manipulation, such as deepfakes, and AI-generated and computer-generated media, has become a major concern in recent years due to the advancements in technologies. With the help of these, it is possible for misusing visual media for malicious purposes. Detecting manipulation in videos and images is crucial for various applications, including forensics, journalism, and social media. In this paper, we address the problem of detecting manipulated and generated videos and images using deep learning techniques, with a focus on methods relevant to forensic analysis. We explore and analyze existing methods and technologies for detecting deepfakes and CGI, manipulations, and develop and test novel approaches to arrive at a robust and effective solution. Our evaluation of the performance of different algorithms demonstrates the feasibility and effectiveness of our proposed methods in detecting various types of manipulations. The results of this project have important implications for forensic analysis and other applications where the authenticity of visual media is crucial. The development of reliable methods for detecting manipulations using deep learning techniques can help ensure the credibility and trustworthiness of visual media in various contexts.

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IJARIIE Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. "Video And Image Manipulation Detection Using Multiple Deep Learning Techniques" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 4 2023 Page 1-8
MLA Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. "Video And Image Manipulation Detection Using Multiple Deep Learning Techniques." International Journal Of Advance Research And Innovative Ideas In Education 9.4(2023) : 1-8.
APA Sankar Vinayak, Alwin Joseph, & Muhammed Rizal K E. (2023). Video And Image Manipulation Detection Using Multiple Deep Learning Techniques. International Journal Of Advance Research And Innovative Ideas In Education, 9(4), 1-8.
Chicago Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. "Video And Image Manipulation Detection Using Multiple Deep Learning Techniques." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 4 (2023) : 1-8.
Oxford Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. 'Video And Image Manipulation Detection Using Multiple Deep Learning Techniques', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, 2023, p. 1-8. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Video_And_Image_Manipulation_Detection_Using_Multiple_Deep_Learning_Techniques_ijariie21012.pdf (Accessed : 01 October 2025).
Harvard Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. (2023) 'Video And Image Manipulation Detection Using Multiple Deep Learning Techniques', International Journal Of Advance Research And Innovative Ideas In Education, 9(4), pp. 1-8IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Video_And_Image_Manipulation_Detection_Using_Multiple_Deep_Learning_Techniques_ijariie21012.pdf (Accessed : 01 October 2025)
IEEE Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E, "Video And Image Manipulation Detection Using Multiple Deep Learning Techniques," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, pp. 1-8, Jul-Aug 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/Video_And_Image_Manipulation_Detection_Using_Multiple_Deep_Learning_Techniques_ijariie21012.pdf [Accessed : 01 October 2025].
Turabian Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. "Video And Image Manipulation Detection Using Multiple Deep Learning Techniques." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 4 (01 October 2025).
Vancouver Sankar Vinayak, Alwin Joseph, and Muhammed Rizal K E. Video And Image Manipulation Detection Using Multiple Deep Learning Techniques. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 01 October 2025]; 9(4) : 1-8. Available from: https://ijariie.com/AdminUploadPdf/Video_And_Image_Manipulation_Detection_Using_Multiple_Deep_Learning_Techniques_ijariie21012.pdf
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