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- W4315865725 endingPage "18" @default.
- W4315865725 startingPage "18" @default.
- W4315865725 abstract "Advancements in deep learning techniques and the availability of free, large databases have made it possible, even for non-technical people, to either manipulate or generate realistic facial samples for both benign and malicious purposes. DeepFakes refer to face multimedia content, which has been digitally altered or synthetically created using deep neural networks. The paper first outlines the readily available face editing apps and the vulnerability (or performance degradation) of face recognition systems under various face manipulations. Next, this survey presents an overview of the techniques and works that have been carried out in recent years for deepfake and face manipulations. Especially, four kinds of deepfake or face manipulations are reviewed, i.e., identity swap, face reenactment, attribute manipulation, and entire face synthesis. For each category, deepfake or face manipulation generation methods as well as those manipulation detection methods are detailed. Despite significant progress based on traditional and advanced computer vision, artificial intelligence, and physics, there is still a huge arms race surging up between attackers/offenders/adversaries (i.e., DeepFake generation methods) and defenders (i.e., DeepFake detection methods). Thus, open challenges and potential research directions are also discussed. This paper is expected to aid the readers in comprehending deepfake generation and detection mechanisms, together with open issues and future directions." @default.
- W4315865725 created "2023-01-13" @default.
- W4315865725 creator A5056705041 @default.
- W4315865725 date "2023-01-13" @default.
- W4315865725 modified "2023-10-17" @default.
- W4315865725 title "Deepfakes Generation and Detection: A Short Survey" @default.
- W4315865725 cites W1834627138 @default.
- W4315865725 cites W1970369748 @default.
- W4315865725 cites W1997011019 @default.
- W4315865725 cites W2058961190 @default.
- W4315865725 cites W2111372597 @default.
- W4315865725 cites W2231022520 @default.
- W4315865725 cites W2251810906 @default.
- W4315865725 cites W2301937176 @default.
- W4315865725 cites W2432677034 @default.
- W4315865725 cites W2558151185 @default.
- W4315865725 cites W2608058963 @default.
- W4315865725 cites W2612430715 @default.
- W4315865725 cites W2726515241 @default.
- W4315865725 cites W2738672149 @default.
- W4315865725 cites W2744091666 @default.
- W4315865725 cites W2759430372 @default.
- W4315865725 cites W2772792254 @default.
- W4315865725 cites W2808631503 @default.
- W4315865725 cites W2884123002 @default.
- W4315865725 cites W2891503716 @default.
- W4315865725 cites W2891547264 @default.
- W4315865725 cites W2895743108 @default.
- W4315865725 cites W2907295878 @default.
- W4315865725 cites W2911424785 @default.
- W4315865725 cites W2913399670 @default.
- W4315865725 cites W2914447220 @default.
- W4315865725 cites W2925898012 @default.
- W4315865725 cites W2939645724 @default.
- W4315865725 cites W2962770929 @default.
- W4315865725 cites W2962907415 @default.
- W4315865725 cites W2963080198 @default.
- W4315865725 cites W2963267868 @default.
- W4315865725 cites W2963626105 @default.
- W4315865725 cites W2963767194 @default.
- W4315865725 cites W2963791174 @default.
- W4315865725 cites W2963839617 @default.
- W4315865725 cites W2964118024 @default.
- W4315865725 cites W2967878293 @default.
- W4315865725 cites W2970624676 @default.
- W4315865725 cites W2972359262 @default.
- W4315865725 cites W2976439153 @default.
- W4315865725 cites W2979259381 @default.
- W4315865725 cites W2982138396 @default.
- W4315865725 cites W2993629699 @default.
- W4315865725 cites W2995481985 @default.
- W4315865725 cites W2995516027 @default.
- W4315865725 cites W2996684596 @default.
- W4315865725 cites W2997517962 @default.
- W4315865725 cites W3005939059 @default.
- W4315865725 cites W3010699567 @default.
- W4315865725 cites W3011820288 @default.
- W4315865725 cites W3022863848 @default.
- W4315865725 cites W3033543015 @default.
- W4315865725 cites W3033734096 @default.
- W4315865725 cites W3034214108 @default.
- W4315865725 cites W3034241236 @default.
- W4315865725 cites W3034301684 @default.
- W4315865725 cites W3034577585 @default.
- W4315865725 cites W3034600949 @default.
- W4315865725 cites W3034713808 @default.
- W4315865725 cites W3034785167 @default.
- W4315865725 cites W3034900344 @default.
- W4315865725 cites W3035063907 @default.
- W4315865725 cites W3035574324 @default.
- W4315865725 cites W3035653890 @default.
- W4315865725 cites W3035687950 @default.
- W4315865725 cites W3036235590 @default.
- W4315865725 cites W3038930935 @default.
- W4315865725 cites W3080167020 @default.
- W4315865725 cites W3083246145 @default.
- W4315865725 cites W3083540668 @default.
- W4315865725 cites W3089238287 @default.
- W4315865725 cites W3093077034 @default.
- W4315865725 cites W3097503270 @default.
- W4315865725 cites W3111824323 @default.
- W4315865725 cites W3118479706 @default.
- W4315865725 cites W3118738365 @default.
- W4315865725 cites W3119062712 @default.
- W4315865725 cites W3119895277 @default.
- W4315865725 cites W3120147636 @default.
- W4315865725 cites W3120602499 @default.
- W4315865725 cites W3124826036 @default.
- W4315865725 cites W3125803510 @default.
- W4315865725 cites W3135485589 @default.
- W4315865725 cites W3137574511 @default.
- W4315865725 cites W3143465836 @default.
- W4315865725 cites W3154326567 @default.
- W4315865725 cites W3155923524 @default.
- W4315865725 cites W3158766194 @default.
- W4315865725 cites W3160045050 @default.
- W4315865725 cites W3166055650 @default.
- W4315865725 cites W3166541011 @default.