Deep Learning for Deepfakes Creation and Detection: A Survey

25 September 2019

Thanh Thi Nguyen

Quoc Viet Hung Nguyen

Thanh Tam Nguyen

Papers citing "Deep Learning for Deepfakes Creation and Detection: A Survey"

31 / 31 papers shown

Title
DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization C. Koutlis Symeon Papadopoulos 58 2 0 15 Nov 2024
Unmasking Illusions: Understanding Human Perception of Audiovisual Deepfakes Ammarah Hashmi Sahibzada Adil Shahzad Chia-Wen Lin Yu Tsao Hsin-Min Wang 43 3 0 07 May 2024
Decentralized Deepfake Detection Blockchain Network using Dynamic Algorithm management Dipankar Sarkar 23 1 0 30 Nov 2023
Comparative Analysis of Deep-Fake Algorithms Nikhil Sontakke Sejal Utekar Shivansh Rastogi Shriraj Sonawane AAML 23 3 0 06 Sep 2023
Can deepfakes be created by novice users? Pulak Mehta Gauri Jagatap Kevin Gallagher Brian Timmerman Progga Deb S. Garg Rachel Greenstadt Brendan Dolan-Gavitt HAI 14 3 0 28 Apr 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 28 28 0 29 Mar 2023
VIVE3D: Viewpoint-Independent Video Editing using 3D-Aware GANs Anna Frühstück N. Sarafianos Yuanlu Xu Peter Wonka Tony Tung 50 20 0 28 Mar 2023
Face Generation and Editing with StyleGAN: A Survey Andrew Melnik Maksim Miasayedzenkau Dzianis Makaravets Dzianis Pirshtuk Eren Akbulut Dennis Holzmann Tarek Renusch Gustav Reichert Helge J. Ritter CVBM 27 40 0 18 Dec 2022
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 34 5 0 12 Dec 2022
Deep Fake Detection, Deterrence and Response: Challenges and Opportunities Amin Azmoodeh Ali Dehghantanha 39 2 0 26 Nov 2022
Fantômas: Understanding Face Anonymization Reversibility Julian Todt Simon Hanisch Thorsten Strufe PICV CVBM 23 4 0 19 Oct 2022
LION: Latent Point Diffusion Models for 3D Shape Generation Xiaohui Zeng Arash Vahdat Francis Williams Zan Gojcic Or Litany Sanja Fidler Karsten Kreis DiffM 49 485 0 12 Oct 2022
GENIE: Higher-Order Denoising Diffusion Solvers Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 49 104 0 11 Oct 2022
StyleSwap: Style-Based Generator Empowers Robust Face Swapping Zhi-liang Xu Hang Zhou Zhibin Hong Ziwei Liu Jiaming Liu Zhizhi Guo Junyu Han Jingtuo Liu Errui Ding Jingdong Wang CVBM 31 45 0 27 Sep 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 28 11 0 21 Aug 2022
SImProv: Scalable Image Provenance Framework for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Zhifei Zhang Viswanathan Swaminanthan John Collomosse 29 0 0 28 Jun 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 24 63 0 15 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 35 51 0 12 Feb 2022
How Deep Are the Fakes? Focusing on Audio Deepfake: A Survey Zahra Khanjani Gabrielle Watson V. P Janeja 25 25 0 28 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 30 107 0 01 Nov 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 119 355 0 04 Oct 2021
Deepfake Detection Scheme Based on Vision Transformer and Distillation Young-Jin Heo Y. Choi Young-Woon Lee Byung-Gyu Kim ViT 17 55 0 03 Apr 2021
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 13 360 0 08 Aug 2020
Deepfake Detection using Spatiotemporal Convolutional Networks Oscar de Lima Sean Franklin Shreshtha Basu Blake Karwoski A. George 3DPC 20 110 0 26 Jun 2020
DeepFake Detection: Current Challenges and Next Steps Siwei Lyu 55 158 0 11 Mar 2020
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 140 1,046 0 27 Sep 2019
Deep Reinforcement Learning for Cyber Security Thanh Thi Nguyen Vijay Janapa Reddi OffRL AI4CE 10 312 0 13 Jun 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,354 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 167 84 0 29 Nov 2018
Lip Reading Sentences in the Wild Joon Son Chung A. Senior Oriol Vinyals Andrew Zisserman 162 784 0 16 Nov 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,639 0 02 Nov 2015