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Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware
  Clues

Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues

18 July 2020
Yuyang Qian
Guojun Yin
Lu Sheng
Zixuan Chen
Jing Shao
    CVBM
ArXivPDFHTML

Papers citing "Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues"

50 / 277 papers shown
Title
Learning Second Order Local Anomaly for General Face Forgery Detection
Learning Second Order Local Anomaly for General Face Forgery Detection
Jianwei Fei
Yunshu Dai
Peipeng Yu
Tianrun Shen
Zhihua Xia
Jian Weng
CVBM
127
52
0
30 Sep 2022
Digital and Physical Face Attacks: Reviewing and One Step Further
Digital and Physical Face Attacks: Reviewing and One Step Further
Chen Kong
Shiqi Wang
Haoliang Li
AAML
61
23
0
29 Sep 2022
StyleSwap: Style-Based Generator Empowers Robust Face Swapping
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
39
77
0
27 Sep 2022
When Handcrafted Features and Deep Features Meet Mismatched Training and
  Test Sets for Deepfake Detection
When Handcrafted Features and Deep Features Meet Mismatched Training and Test Sets for Deepfake Detection
Ying Xu
Sule YAYILGAN YILDIRIM
21
2
0
27 Sep 2022
Multimodal Graph Learning for Deepfake Detection
Multimodal Graph Learning for Deepfake Detection
Zhiyuan Yan
Pengzhong Sun
Yubo Lang
Shuo-Zhao Du
Shanzhuo Zhang
Wen Wang
Lei Liu
42
4
0
12 Sep 2022
Analyzing Fairness in Deepfake Detection With Massively Annotated
  Databases
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases
Ying Xu
Philipp Terhörst
Kiran Raja
Marius Pedersen
46
11
0
11 Aug 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and
  Physiological Cues
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
39
32
0
10 Aug 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption
Jiazhi Guan
Hang Zhou
Biwei Huang
Errui Ding
Jingdong Wang
Youjian Zhao
35
10
0
21 Jul 2022
Exploring Disentangled Content Information for Face Forgery Detection
Exploring Disentangled Content Information for Face Forgery Detection
Jiahao Liang
Huafeng Shi
Weihong Deng
CVBM
44
38
0
19 Jul 2022
Towards Intrinsic Common Discriminative Features Learning for Face
  Forgery Detection using Adversarial Learning
Towards Intrinsic Common Discriminative Features Learning for Face Forgery Detection using Adversarial Learning
Wanyi Zhuang
Qi Chu
Haojie Yuan
Changtao Miao
B. Liu
Nenghai Yu
GAN
CVBM
21
10
0
08 Jul 2022
Delving into Sequential Patches for Deepfake Detection
Delving into Sequential Patches for Deepfake Detection
Jiazhi Guan
Hang Zhou
Zhibin Hong
Errui Ding
Jingdong Wang
Chengbin Quan
Youjian Zhao
ViT
25
61
0
06 Jul 2022
Detecting and Recovering Sequential DeepFake Manipulation
Detecting and Recovering Sequential DeepFake Manipulation
Rui Shao
Tianxing Wu
Ziwei Liu
AAML
19
40
0
05 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in
  VIS and NIR Scenario
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario
Yukai Wang
Chunlei Peng
Decheng Liu
N. Wang
Xinbo Gao
47
14
0
05 Jul 2022
CORE: Consistent Representation Learning for Face Forgery Detection
CORE: Consistent Representation Learning for Face Forgery Detection
Yu-Shu Ni
Depu Meng
Changqian Yu
Chengbin Quan
Dongchun Ren
Youjian Zhao
CVBM
CLL
39
1
0
06 Jun 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack
  via Adversarial Perceptual-aware Perturbations
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware Perturbations
Run Wang
Zi-Shun Huang
Zhikai Chen
Li Liu
Jing Chen
Lina Wang
AAML
22
47
0
01 Jun 2022
Face Morphing: Fooling a Face Recognition System Is Simple!
Face Morphing: Fooling a Face Recognition System Is Simple!
S. Hörmann
Tianlin Kong
Torben Teepe
Fabian Herzog
Martin Knoche
Gerhard Rigoll
AAML
CVBM
27
1
0
27 May 2022
Misleading Deep-Fake Detection with GAN Fingerprints
Misleading Deep-Fake Detection with GAN Fingerprints
Vera Wesselkamp
Konrad Rieck
Dan Arp
Erwin Quiring
AAML
28
8
0
25 May 2022
Real-centric Consistency Learning for Deepfake Detection
Real-centric Consistency Learning for Deepfake Detection
Ruiqi Zha
Z. Lian
Qianmu Li
Siqi Gu
24
1
0
15 May 2022
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries
Zhiqing Guo
Gaobo Yang
Dengyong Zhang
Ming Xia
CVBM
19
35
0
02 May 2022
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality
  Assessment
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment
Sidi Yang
Tianhe Wu
Shu Shi
Shanshan Lao
S. Gong
Ming Cao
Jiahao Wang
Yujiu Yang
28
300
0
19 Apr 2022
Detecting Deepfakes with Self-Blended Images
Detecting Deepfakes with Self-Blended Images
Kaede Shiohara
T. Yamasaki
28
291
0
18 Apr 2022
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset
  and Multimodal Method for Temporal Forgery Localization
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization
Zhixi Cai
Kalin Stefanov
Abhinav Dhall
Munawar Hayat
20
3
0
13 Apr 2022
Few-shot Forgery Detection via Guided Adversarial Interpolation
Few-shot Forgery Detection via Guided Adversarial Interpolation
Haonan Qiu
Siyu Chen
Bei Gan
Kunze Wang
Huafeng Shi
Jing Shao
Ziwei Liu
AAML
16
6
0
12 Apr 2022
On Improving Cross-dataset Generalization of Deepfake Detectors
On Improving Cross-dataset Generalization of Deepfake Detectors
Aakash Varma Nadimpalli
A. Rattani
CVBM
38
44
0
08 Apr 2022
Few-shot One-class Domain Adaptation Based on Frequency for Iris
  Presentation Attack Detection
Few-shot One-class Domain Adaptation Based on Frequency for Iris Presentation Attack Detection
Yachun Li
Yingzi Lian
Jingjing Wang
Yuhui Chen
Chunmao Wang
Shiliang Pu
CVBM
14
5
0
01 Apr 2022
Proactive Image Manipulation Detection
Proactive Image Manipulation Detection
Vishal Asnani
Xi Yin
Tal Hassner
Sijia Liu
Xiaoming Liu
21
39
0
29 Mar 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection
Exploring Frequency Adversarial Attacks for Face Forgery Detection
Shuai Jia
Chao Ma
Taiping Yao
Bangjie Yin
Shouhong Ding
Xiaokang Yang
AAML
29
62
0
29 Mar 2022
ObjectFormer for Image Manipulation Detection and Localization
ObjectFormer for Image Manipulation Detection and Localization
Junke Wang
Zuxuan Wu
Jingjing Chen
Xintong Han
Abhinav Shrivastava
Ser-Nam Lim
Yu-Gang Jiang
37
108
0
28 Mar 2022
Adaptive Frequency Learning in Two-branch Face Forgery Detection
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
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
Making DeepFakes more spurious: evading deep face forgery detection via
  trace removal attack
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack
Chi Liu
Huajie Chen
Tianqing Zhu
Jun Zhang
Wanlei Zhou
AAML
25
23
0
22 Mar 2022
Voice-Face Homogeneity Tells Deepfake
Voice-Face Homogeneity Tells Deepfake
Harry Cheng
Yangyang Guo
Tianyi Wang
Qi Li
Xiaojun Chang
Liqiang Nie
CVBM
31
67
0
04 Mar 2022
Towards Benchmarking and Evaluating Deepfake Detection
Towards Benchmarking and Evaluating Deepfake Detection
Chenhao Lin
Jingyi Deng
Peng Hu
Chao Shen
Qianqian Wang
Qi Li
32
13
0
04 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency
  Transformer
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
Self-supervised Transformer for Deepfake Detection
Self-supervised Transformer for Deepfake Detection
Hanqing Zhao
Wenbo Zhou
Dongdong Chen
Weiming Zhang
Nenghai Yu
ViT
19
34
0
02 Mar 2022
Block shuffling learning for Deepfake Detection
Block shuffling learning for Deepfake Detection
Sitong Liu
Z. Lian
Siqi Gu
Liang Xiao
AAML
33
8
0
06 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery
  Detection
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection
A. Haliassos
Rodrigo Mira
Stavros Petridis
M. Pantic
CVBM
40
126
0
18 Jan 2022
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement
  Learning
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
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
Watch Those Words: Video Falsification Detection Using Word-Conditioned
  Facial Motion
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
Initiative Defense against Facial Manipulation
Qidong Huang
Jie Zhang
Wenbo Zhou
Weiming Zhang
Nenghai Yu
AAML
21
63
0
19 Dec 2021
ADD: Frequency Attention and Multi-View based Knowledge Distillation to
  Detect Low-Quality Compressed Deepfake Images
ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images
B. Le
Simon S. Woo
AAML
24
80
0
07 Dec 2021
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning
Aidan Boyd
Patrick J. Tinsley
Kevin W. Bowyer
A. Czajka
CVBM
25
38
0
01 Dec 2021
Morph Detection Enhanced by Structured Group Sparsity
Morph Detection Enhanced by Structured Group Sparsity
Poorya Aghdaie
Baaria Chaudhary
Sobhan Soleymani
J. Dawson
Nasser M. Nasrabadi
CVBM
28
14
0
29 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection
WaveFake: A Data Set to Facilitate Audio Deepfake Detection
Joel Frank
Lea Schonherr
DiffM
129
123
0
04 Nov 2021
MC-LCR: Multi-modal contrastive classification by locally correlated
  representations for effective face forgery detection
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
Learnable Multi-level Frequency Decomposition and Hierarchical Attention
  Mechanism for Generalized Face Presentation Attack Detection
Learnable Multi-level Frequency Decomposition and Hierarchical Attention Mechanism for Generalized Face Presentation Attack Detection
Meiling Fang
Naser Damer
Florian Kirchbuchner
Arjan Kuijper
CVBM
31
27
0
16 Sep 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake
  Detection
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
Spatiotemporal Inconsistency Learning for DeepFake Video Detection
Spatiotemporal Inconsistency Learning for DeepFake Video Detection
Zhihao Gu
Yang Chen
Taiping Yao
Shouhong Ding
Jilin Li
Feiyue Huang
Lizhuang Ma
19
149
0
04 Sep 2021
Exploring Temporal Coherence for More General Video Face Forgery
  Detection
Exploring Temporal Coherence for More General Video Face Forgery Detection
Yinglin Zheng
Jianmin Bao
Dong Chen
Ming Zeng
Fang Wen
CVBM
ViT
11
212
0
15 Aug 2021
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