Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos

17 June 2019

Isao Echizen

Papers citing "Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos"

50 / 55 papers shown

Title
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 29 6 0 02 Sep 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 30 7 0 28 Jun 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 50 3 0 14 May 2024
Controllable Guide-Space for Generalizable Face Forgery Detection Yingjie Guo Cheng Zhen Pengfei Yan CVBM AAML 30 21 0 26 Jul 2023
AltFreezing for More General Video Face Forgery Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Houqiang Li ViT CVBM 27 65 0 17 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 22 65 0 04 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 13 0 0 15 Jun 2023
Multi-spectral Class Center Network for Face Manipulation Detection and Localization Changtao Miao Qi Chu Zhentao Tan Zhenchao Jin Tao Gong Wanyi Zhuang Yuehua Wu B. Liu Honggang Hu Nenghai Yu CVBM 47 4 0 18 May 2023
MetaMorphosis: Task-oriented Privacy Cognizant Feature Generation for Multi-task Learning Md. Adnan Arefeen Zhouyu Li M. Y. S. Uddin Anupam Das 27 0 0 13 May 2023
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 19 17 0 12 Apr 2023
Cyber Vaccine for Deepfake Immunity Ching-Chun Chang H. Nguyen Junichi Yamagishi Isao Echizen 26 6 0 05 Mar 2023
Enhancing General Face Forgery Detection via Vision Transformer with Low-Rank Adaptation Chen Kong Haoliang Li Shiqi Wang ViT CVBM 37 15 0 02 Mar 2023
Two-in-one Knowledge Distillation for Efficient Facial Forgery Detection Chu Zhou Jiajun Huang Daochang Liu Chengbin Du Siqi Ma Surya Nepal Chang Xu 25 0 0 21 Feb 2023
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 30 5 0 12 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection Gil Knafo Ohad Fried 21 5 0 01 Dec 2022
Quantitative Metrics for Evaluating Explanations of Video DeepFake Detectors Federico Baldassarre Quentin Debard Gonzalo Fiz Pontiveros Tri Kurniawan Wijaya 36 4 0 07 Oct 2022
Identifying Auxiliary or Adversarial Tasks Using Necessary Condition Analysis for Adversarial Multi-task Video Understanding Stephen Su Sam Kwong Qingyu Zhao De-An Huang Juan Carlos Niebles Ehsan Adeli 27 0 0 22 Aug 2022
Visual Representations of Physiological Signals for Fake Video Detection Kalin Stefanov Bhawna Paliwal Abhinav Dhall 9 4 0 18 Jul 2022
Deepfake Caricatures: Amplifying attention to artifacts increases deepfake detection by humans and machines Camilo Luciano Fosco Emilie Josephs A. Andonian Allen Lee Xi Wang A. Oliva 37 4 0 01 Jun 2022
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries Zhiqing Guo Gaobo Yang Dengyong Zhang Ming Xia CVBM 6 35 0 02 May 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 33 196 0 23 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency Transformer Xiaoyi Dong Jianmin Bao Dongdong Chen Ting Zhang Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo ViT 34 119 0 02 Mar 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 27 125 0 18 Jan 2022
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning Qiqi Gu Shen Chen Taiping Yao Yang Chen Shouhong Ding Ran Yi CVBM 26 127 0 28 Dec 2021
Impact of Benign Modifications on Discriminative Performance of Deepfake Detectors Yuhang Lu Evgeniy Upenik Touradj Ebrahimi AAML 28 0 0 14 Nov 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 32 17 0 15 Sep 2021
FaceGuard: Proactive Deepfake Detection Yuankun Yang Chenyue Liang Hongyu Hè Xiaoyu Cao Neil Zhenqiang Gong PICV WIGM 41 21 0 13 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain E. Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 38 14 0 07 Sep 2021
Video Transformer for Deepfake Detection with Incremental Learning Sohail Ahmed Khan Hang Dai ViT 10 62 0 11 Aug 2021
OpenForensics: Large-Scale Challenging Dataset For Multi-Face Forgery Detection And Segmentation In-The-Wild Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen AAML 33 59 0 30 Jul 2021
Detection of Deepfake Videos Using Long Distance Attention Wei Lu Lingyi Liu Junwei Luo Xianfeng Zhao Yicong Zhou Jiwu Huang CVBM 27 22 0 24 Jun 2021
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li R. Ji CVBM 15 254 0 06 May 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 34 117 0 30 Mar 2021
Metric Learning for Anti-Compression Facial Forgery Detection Shenhao Cao Qin Zou Xiuqing Mao Zhongyuan Wang CVBM 10 23 0 15 Mar 2021
Deepfake Videos in the Wild: Analysis and Detection Jiameng Pu Neal Mangaokar Lauren Kelly P. Bhattacharya Kavya Sundaram M. Javed Bolun Wang Bimal Viswanath 23 43 0 07 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 28 601 0 03 Mar 2021
DeepFake-o-meter: An Open Platform for DeepFake Detection Yuezun Li Cong Zhang Pu Sun H. Qi Siwei Lyu 20 16 0 02 Mar 2021
Adversarially robust deepfake media detection using fused convolutional neural network predictions Sohail Ahmed Khan A. Artusi H. Dai AAML 22 16 0 11 Feb 2021
Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction Pu Sun Yuezun Li H. Qi Siwei Lyu 15 17 0 01 Feb 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 42 261 0 16 Dec 2020
Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection Luca Bondi E. D. Cannas Paolo Bestagini Stefano Tubaro 15 51 0 16 Nov 2020
AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection Hao Zhu Chaoyou Fu Qianyi Wu Wayne Wu Chao Qian R. He 33 32 0 05 Nov 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing-Wu Guo Yang Liu G. Pu 20 20 0 19 Sep 2020
Deep Detection for Face Manipulation Di Feng Xuequan Lu Xufeng Lin CVBM 16 22 0 13 Sep 2020
DeepFake Detection Based on the Discrepancy Between the Face and its Context Y. Nirkin Lior Wolf Y. Keller Tal Hassner 3DPC CVBM PICV 6 171 0 27 Aug 2020
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 15 110 0 26 Jun 2020
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems H. Nguyen Junichi Yamagishi Isao Echizen S´ebastien Marcel AAML CVBM 11 25 0 15 Jun 2020
Not made for each other- Audio-Visual Dissonance-based Deepfake Detection and Localization Komal Chugh Parul Gupta Abhinav Dhall Ramanathan Subramanian 15 163 0 29 May 2020
Video Face Manipulation Detection Through Ensemble of CNNs Nicolò Bonettini E. D. Cannas S. Mandelli Luca Bondi Paolo Bestagini Stefano Tubaro PICV CVBM AAML 10 215 0 16 Apr 2020