Forged Face Detection using ELA and Deep Learning Techniques

作者: Aun Irtaza , Nudrat Nida , Nouman Ilyas , Qurat-ul-ain

DOI: 10.1109/IBCAST51254.2021.9393234

关键词:

摘要: … of image, but we normalize images by resizing and then process them with ELA(Error level analysis). ELA compress the images of both real and forged images at … used to finetune all the …

参考文章(9)
Wu-Chih Hu, Wei-Hao Chen, Deng-Yuan Huang, Ching-Yu Yang, None, Effective image forgery detection of tampered foreground or background image based on image watermarking and alpha mattes Multimedia Tools and Applications. ,vol. 75, pp. 3495- 3516 ,(2016) , 10.1007/S11042-015-2449-0
Weihai Li, Yuan Yuan, Nenghai Yu, Passive detection of doctored JPEG image via block artifact grid extraction Signal Processing. ,vol. 89, pp. 1821- 1829 ,(2009) , 10.1016/J.SIGPRO.2009.03.025
Ghulam Muhammad, Muhammad Hussain, George Bebis, Passive copy move image forgery detection using undecimated dyadic wavelet transform Digital Investigation. ,vol. 9, pp. 49- 57 ,(2012) , 10.1016/J.DIIN.2012.04.004
Jing Dong, Wei Wang, Tieniu Tan, CASIA Image Tampering Detection Evaluation Database international conference on signal and information processing. pp. 422- 426 ,(2013) , 10.1109/CHINASIP.2013.6625374
Meera Mary Isaac, M. Wilscy, Image Forgery Detection Based on Gabor Wavelets and Local Phase Quantization Procedia Computer Science. ,vol. 58, pp. 76- 83 ,(2015) , 10.1016/J.PROCS.2015.08.016
Vivek H. Mahale, Mouad M.H. Ali, Pravin L. Yannawar, Ashok T. Gaikwad, Image Inconsistency Detection Using Local Binary Pattern (LBP) Procedia Computer Science. ,vol. 115, pp. 501- 508 ,(2017) , 10.1016/J.PROCS.2017.09.097
Ida Bagus Kresna Sudiatmika, Fathur Rahman, Trisno Trisno, Suyoto Suyoto, Image forgery detection using error level analysis and deep learning TELKOMNIKA Telecommunication Computing Electronics and Control. ,vol. 17, pp. 653- 659 ,(2018) , 10.12928/TELKOMNIKA.V17I2.8976
Huma Qayyum, Fatima Akhtar, Two Fold Image Forgery Detection System Using Combined Key point based method and Block based method Journal of Information Communication Technologies and Robotic Applications. pp. 62- 70 ,(2018)