Analysis and Implementation of Fake Image Detection Using Machine Learning

Registration ID: IJNRD_192892

Published ID: IJNRD2305041

DOI: Click Here to Get

Sahil Meshram , Vaishali Gedam , Shrinivas chinchanikar , Yash Lad , Ganesh pandey, Punam Bhandarkar

Biometry, Identity, Recognition, Detection, Fake face.

These days, the availability of image processing software, such as Adobe Photoshop or GIMP have made image manipulation so common. Detecting such fake images is unavoidable for unveiling of the image-based cybercrimes. An image taken by digital camera or smartphone is usually saved in the JPEG format due to its popularity. JPEG algorithm works on image grids, compressed independently, with a size of 8x8 pixels. While unmodified images, have a similar error level. For resaving operation, each block should degrade at around same rate due to similar amount of errors across the whole image. The compression ratio of this fake image is different from that of the original image and is detected using Error Level Analysis. The objective of our paper is to develop a photo forensics algorithm which can detect any photo manipulation. The error level analysis was then enhanced using vertical and horizontal histograms of error level analysis image to pinpoint the location of modification. Results show that the proposed algorithm could identify the modified image while showing the exact location of modifications.

Published Paper   E-Certificate

Sahil Meshram, Vaishali Gedam, Shrinivas chinchanikar, Yash Lad, & Ganesh pandey, Punam Bhandarkar (May-2023). Analysis and Implementation of Fake Image Detection Using Machine Learning. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(5), a301-a308. https://ijnrd.org/papers/IJNRD2305041.pdf

Volume 8 Issue 5, May-2023

Pages : a301-a308

Paper Reg. ID: IJNRD_192892

Published Paper Id: IJNRD2305041

Downloads: 000121991

Research Area: Computer Engineering 

Country: Nagpur, maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2305041.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2305041

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

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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