Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks

7 June 2024

Lanzino Romeo

Fontana Federico

Diko Anxhelo

Marini Marco Raoul

Cinque Luigi

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Papers citing "Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks"

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Title
FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesis Ziqi Ni Ao Fu Yi Zhou 151 0 0 06 Mar 2025
Lightweight Deepfake Detection Based on Multi-Feature Fusion Siddiqui Muhammad Yasir Hyun Kim 92 3 0 17 Feb 2025
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 115 5 0 23 Dec 2024
Harnessing Machine Learning for Discerning AI-Generated Synthetic Images Yuyang Wang Yizhi Hao Amando Xu Cong 31 3 0 14 Jan 2024
Join the High Accuracy Club on ImageNet with A Binary Neural Network Ticket Nianhui Guo Joseph Bethge Christoph Meinel Haojin Yang MQ 50 20 0 23 Nov 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 170 3,444 0 16 Oct 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 377 6,859 0 13 Apr 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 408 15,486 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 331 3,594 0 20 Dec 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 221 1,428 0 03 Nov 2021
ReCU: Reviving the Dead Weights in Binary Neural Networks Zihan Xu Mingbao Lin Jianzhuang Liu Jie Chen Ling Shao Yue Gao Yonghong Tian Rongrong Ji MQ 57 83 0 23 Mar 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 253 316 0 02 Mar 2021
Learning Frequency Domain Approximation for Binary Neural Networks Yixing Xu Kai Han Chang Xu Yehui Tang Chunjing Xu Yunhe Wang MQ 62 55 0 01 Mar 2021
Rotated Binary Neural Network Mingbao Lin Rongrong Ji Zi-Han Xu Baochang Zhang Yan Wang Yongjian Wu Feiyue Huang Chia-Wen Lin MQ 60 133 0 28 Sep 2020
ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions Zechun Liu Zhiqiang Shen Marios Savvides Kwang-Ting Cheng MQ 99 353 0 07 Mar 2020
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 140 979 0 23 Dec 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 76 546 0 03 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 200 1,075 0 27 Sep 2019
Back to Simplicity: How to Train Accurate BNNs from Scratch? Joseph Bethge Haojin Yang Marvin Bornstein Christoph Meinel AAML MQ 52 58 0 19 Jun 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos H. Nguyen Fuming Fang Junichi Yamagishi Isao Echizen AAML CVBM 53 435 0 17 Jun 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 111 2,076 0 25 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals U. Ciftci Ilke Demir 81 377 0 08 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 563 10,551 0 12 Dec 2018
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection D. Cozzolino Justus Thies Andreas Rossler Christian Riess Matthias Nießner L. Verdoliva AAML 75 269 0 06 Dec 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 70 882 0 01 Nov 2018
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 129 7,353 0 27 Oct 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,555 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 766 36,794 0 25 Aug 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 164 4,356 0 16 Mar 2016
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,348 0 04 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,638 0 01 May 2014