MesoNet: a Compact Facial Video Forgery Detection Network

4 September 2018

Isao Echizen

Papers citing "MesoNet: a Compact Facial Video Forgery Detection Network"

50 / 377 papers shown

Title
Few-shot Forgery Detection via Guided Adversarial Interpolation Haonan Qiu Siyu Chen Bei Gan Kunze Wang Huafeng Shi Jing Shao Ziwei Liu AAML 24 6 0 12 Apr 2022
On Improving Cross-dataset Generalization of Deepfake Detectors Aakash Varma Nadimpalli A. Rattani CVBM 44 44 0 08 Apr 2022
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes Paarth Neekhara Shehzeen Samarah Hussain Xinqiao Zhang Ke Huang Julian McAuley F. Koushanfar AAML 28 21 0 05 Apr 2022
Does Audio Deepfake Detection Generalize? Nicolas Müller Pavel Czempin Franziska Dieckmann Adam Froghyar Konstantin Böttinger 39 141 0 30 Mar 2022
Proactive Image Manipulation Detection Vishal Asnani Xi Yin Tal Hassner Sijia Liu Xiaoming Liu 29 39 0 29 Mar 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 31 62 0 29 Mar 2022
Adaptive Frequency Learning in Two-branch Face Forgery Detection Neng Wang Yang Bai Kun Yu Yong Jiang Shutao Xia Yan Wang CVBM 21 1 0 27 Mar 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 35 198 0 23 Mar 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 34 0 0 22 Mar 2022
Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing Muxin Pu Meng Yi Kuan Nyee Thoang Lim Chun Yong Chong Mei Kuan Lim 38 18 0 14 Mar 2022
An Audio-Visual Attention Based Multimodal Network for Fake Talking Face Videos Detection Gang Wang Peng Zhang Lei Xie Wei Huang Yufei Zha Yanni Zhang CVBM 24 5 0 10 Mar 2022
Voice-Face Homogeneity Tells Deepfake Harry Cheng Yangyang Guo Tianyi Wang Qi Li Xiaojun Chang Liqiang Nie CVBM 41 68 0 04 Mar 2022
Towards Benchmarking and Evaluating Deepfake Detection Chenhao Lin Jingyi Deng Peng Hu Chao Shen Qianqian Wang Qi Li 37 13 0 04 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 51 120 0 02 Mar 2022
Model Attribution of Face-swap Deepfake Videos Shan Jia Xin Li Siwei Lyu CVBM 26 24 0 25 Feb 2022
Deepfake Detection for Facial Images with Facemasks D. Ko Sangjun Lee Jin-Yeol Park Saebyeol Shin Do-Soon Hong Simon S. Woo CVBM 35 7 0 23 Feb 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 36 7 0 13 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 43 51 0 12 Feb 2022
Block shuffling learning for Deepfake Detection Sitong Liu Z. Lian Siqi Gu Liang Xiao AAML 41 8 0 06 Feb 2022
Detection of fake faces in videos M. Shamanth Russel Mathias MN Vijayalakshmi PICV 24 2 0 28 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 40 127 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 33 129 0 28 Dec 2021
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 29 171 0 27 Dec 2021
Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial Motion S. Agarwal Liwen Hu Evonne Ng Trevor Darrell Hao Li Anna Rohrbach AAML 31 19 0 21 Dec 2021
Initiative Defense against Facial Manipulation Qidong Huang Jie Zhang Wenbo Zhou Weiming Zhang Nenghai Yu AAML 21 63 0 19 Dec 2021
TAFIM: Targeted Adversarial Attacks against Facial Image Manipulations Shivangi Aneja Lev Markhasin Matthias Niessner AAML DiffM PICV 21 21 0 16 Dec 2021
A War Beyond Deepfake: Benchmarking Facial Counterfeits and Countermeasures Minh Tam Pham T. T. Huynh Vinh Tong Thanh Tam Nguyen Thanh Thi Nguyen Hongzhi Yin Quoc Viet Hung Nguyen AAML 21 1 0 25 Nov 2021
FakeTransformer: Exposing Face Forgery From Spatial-Temporal Representation Modeled By Facial Pixel Variations Yuyang Sun Zhiyong Zhang Changzhen Qiu Liang Wang Zekai Wang ViT 54 5 0 15 Nov 2021
Impact of Benign Modifications on Discriminative Performance of Deepfake Detectors Yuhang Lu Evgeniy Upenik Touradj Ebrahimi AAML 38 0 0 14 Nov 2021
Exposing Deepfake with Pixel-wise AR and PPG Correlation from Faint Signals Maoyu Mao Jun Yang CVBM PICV 36 3 0 29 Oct 2021
MC-LCR: Multi-modal contrastive classification by locally correlated representations for effective face forgery detection Gaojian Wang Qian Jiang Xin Jin Wei Li Xiaohui Cui CVBM 34 25 0 07 Oct 2021
An Experimental Evaluation on Deepfake Detection using Deep Face Recognition Sreeraj Ramachandran Aakash Varma Nadimpalli A. Rattani CVBM 34 30 0 04 Oct 2021
Improved Xception with Dual Attention Mechanism and Feature Fusion for Face Forgery Detection Hao Lin Weiqi Luo Kangkang Wei Minglin Liu CVBM AAML 3DPC 52 16 0 29 Sep 2021
Finding Facial Forgery Artifacts with Parts-Based Detectors S. Schwarcz Rama Chellappa CVBM 83 22 0 21 Sep 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 40 17 0 15 Sep 2021
FaceGuard: Proactive Deepfake Detection Yuankun Yang Chenyue Liang Hongyu Hè Xiaoyu Cao Neil Zhenqiang Gong PICV WIGM 49 21 0 13 Sep 2021
Detection of GAN-synthesized street videos Omran Alamayreh Mauro Barni CVBM 26 7 0 10 Sep 2021
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 27 83 0 07 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 46 14 0 07 Sep 2021
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis Kevin Lutz R. Bassett CVBM 27 9 0 28 Aug 2021
DeepFake MNIST+: A DeepFake Facial Animation Dataset Jiajun Huang Xueyu Wang Bo Du Pei Du Chang Xu 3DH 38 18 0 18 Aug 2021
Deepfake Representation with Multilinear Regression S. Abdali M. Alex O. Vasilescu Evangelos E. Papalexakis 24 1 0 15 Aug 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 19 213 0 15 Aug 2021
Video Transformer for Deepfake Detection with Incremental Learning Sohail Ahmed Khan Hang Dai ViT 24 63 0 11 Aug 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 36 187 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 39 59 0 30 Jul 2021
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales Chen Kong Baoliang Chen Haoliang Li Shiqi Wang Anderson de Rezende Rocha Sam Kwong CVBM 53 61 0 13 Jul 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 32 49 0 06 Jul 2021
Understanding the Security of Deepfake Detection Xiaoyu Cao Neil Zhenqiang Gong AAML 20 17 0 05 Jul 2021
FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point Defects Gaojian Wang Qian Jiang Xin Jin Xiaohui Cui CVBM 31 29 0 05 Jul 2021