Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain

2 March 2021

Papers citing "Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain"

50 / 51 papers shown

Title
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization Bo Du Xuekang Zhu Xiaochen Ma Chenfan Qu Kaiwen Feng Zhe Yang Chi-man Pun Jian Liu Jizhe Zhou 17 0 0 16 May 2025
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes Sridha Sridharan Simon Denman 41 0 0 08 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 68 0 0 30 Apr 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 55 0 0 26 Mar 2025
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Y. Li Ao Luo Jiaran Zhou Junyu Dong 131 4 0 29 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 110 1 0 26 Nov 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 35 7 0 28 Jun 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Wang Shu Hu Shu Hu EGVM 81 11 0 02 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 53 3 0 14 May 2024
Deepfake Sentry: Harnessing Ensemble Intelligence for Resilient Detection and Generalisation Liviu-Daniel Ștefan Dan-Cristian Stanciu Mihai Dogariu M. Constantin A. Jitaru Bogdan Ionescu AAML 37 0 0 29 Mar 2024
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes Weifeng Liu Tianyi She Jiawei Liu Run Wang Dongyu Yao Ziyou Liang 30 5 0 28 Jan 2024
Generalized Deepfakes Detection with Reconstructed-Blended Images and Multi-scale Feature Reconstruction Network Yuyang Sun H. Nguyen Chun-Shien Lu ZhiYong Zhang Lu Sun Isao Echizen CVBM 45 2 0 13 Dec 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding Rongrong Ji 28 12 0 31 Jul 2023
Controllable Guide-Space for Generalizable Face Forgery Detection Yingjie Guo Cheng Zhen Pengfei Yan CVBM AAML 35 21 0 26 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 27 66 0 04 Jul 2023
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection Rui Shao Tianxing Wu Liqiang Nie Ziwei Liu 18 11 0 01 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
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 29 17 0 12 Apr 2023
Detecting and Grounding Multi-Modal Media Manipulation Rui Shao Tianxing Wu Ziwei Liu 44 57 0 05 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 29 5 0 30 Mar 2023
Impact of Video Processing Operations in Deepfake Detection Yuhang Lu Touradj Ebrahimi CVBM 27 3 0 30 Mar 2023
Scapegoat Generation for Privacy Protection from Deepfake Gido Kato Yoshihiro Fukuhara Mariko Isogawa Hideki Tsunashima Hirokatsu Kataoka Shigeo Morishima PICV 6 1 0 06 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
Learning to mask: Towards generalized face forgery detection Jianwei Fei Yunshu Dai Huaming Wang Zhihua Xia AAML CVBM 19 0 0 29 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
SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Nicolas Larue Ngoc-Son Vu Vitomir Štruc Peter Peer V. Christophides AAML 35 27 0 21 Nov 2022
Multi-Scale Wavelet Transformer for Face Forgery Detection Jie Liu Jingjing Wang Peng Zhang Chunmao Wang Di Xie Shiliang Pu ViT CVBM 36 8 0 08 Oct 2022
Learning Second Order Local Anomaly for General Face Forgery Detection Jianwei Fei Yunshu Dai Peipeng Yu Tianrun Shen Zhihua Xia Jian Weng CVBM 109 52 0 30 Sep 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues Zitong Yu Rizhao Cai Zhi Li Wenhan Yang Jingang Shi Alex C. Kot AAML CVBM 36 32 0 10 Aug 2022
Exploring Disentangled Content Information for Face Forgery Detection Jiahao Liang Huafeng Shi Weihong Deng CVBM 41 38 0 19 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer Daichi Zhang Fanzhao Lin Yingying Hua Pengju Wang Dan Zeng Shiming Ge ViT 17 38 0 14 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario Yukai Wang Chunlei Peng Decheng Liu N. Wang Xinbo Gao 44 14 0 05 Jul 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 30 60 0 06 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 24 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 17 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 33 197 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 29 0 0 22 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 57 52 0 28 Feb 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 30 7 0 13 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 32 126 0 18 Jan 2022
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 24 171 0 27 Dec 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 185 877 0 21 Oct 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
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 43 61 0 13 Jul 2021
Detection of Deepfake Videos Using Long Distance Attention Wei Lu Lingyi Liu Junwei Luo Xianfeng Zhao Yicong Zhou Jiwu Huang CVBM 32 22 0 24 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing-Wu Guo Lei Ma Yang Liu AAML 33 130 0 27 Feb 2021
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing-Wu Guo Yang Liu G. Pu 33 20 0 19 Sep 2020
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 146 1,046 0 27 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 282 10,354 0 12 Dec 2018