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Capsule-Forensics: Using Capsule Networks to Detect Forged Images and
  Videos

Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos

26 October 2018
H. Nguyen
Junichi Yamagishi
Isao Echizen
ArXivPDFHTML

Papers citing "Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos"

50 / 62 papers shown
Title
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization
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
21
0
0
16 May 2025
TT-DF: A Large-Scale Diffusion-Based Dataset and Benchmark for Human Body Forgery Detection
TT-DF: A Large-Scale Diffusion-Based Dataset and Benchmark for Human Body Forgery Detection
Wenkui Yang
Zhida Zhang
Xiaoqiang Zhou
Junxian Duan
Jie Cao
DiffM
33
0
0
13 May 2025
Video Forgery Detection for Surveillance Cameras: A Review
Video Forgery Detection for Surveillance Cameras: A Review
Noor Tayfor
Tarik A. Rashid
S. Qader
B. Hassan
Mohammed H. Abdalla
...
A. Salih
Z. Yaseen
Azad A. Ameen
Janmenjoy Nayak
Mahmood Yashar Hamza
26
1
0
04 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content
Active Light Modulation to Counter Manipulation of Speech Visual Content
Hadleigh Schwartz
Xiaofeng Yan
Charles J. Carver
Xia Zhou
73
0
0
30 Apr 2025
A Lightweight and Interpretable Deepfakes Detection Framework
A Lightweight and Interpretable Deepfakes Detection Framework
Muhammad Umar Farooq
A. Javed
K. Malik
Muhammad Anas Raza
CVBM
58
0
0
21 Jan 2025
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach
Mian Zou
Baosheng Yu
Yibing Zhan
Siwei Lyu
Kede Ma
CVBM
56
2
0
29 Aug 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection
GM-DF: Generalized Multi-Scenario Deepfake Detection
Yingxin Lai
Zitong Yu
Jing Yang
Bin Li
Xiangui Kang
Linlin Shen
40
8
0
28 Jun 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method
Mian Zou
Baosheng Yu
Yibing Zhan
Siwei Lyu
Kede Ma
CVBM
61
3
0
14 May 2024
Explainable Deepfake Video Detection using Convolutional Neural Network
  and CapsuleNet
Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet
Gazi Hasin Ishrak
Zalish Mahmud
Md. Zami Al Zunaed Farabe
Tahera Khanom Tinni
Tanzim Reza
Mohammad Zavid Parvez
48
3
0
19 Apr 2024
Generalized Deepfakes Detection with Reconstructed-Blended Images and
  Multi-scale Feature Reconstruction Network
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
Controllable Guide-Space for Generalizable Face Forgery Detection
Controllable Guide-Space for Generalizable Face Forgery Detection
Yingjie Guo
Cheng Zhen
Pengfei Yan
CVBM
AAML
38
21
0
26 Jul 2023
Towards Generalizable Deepfake Detection by Primary Region
  Regularization
Towards Generalizable Deepfake Detection by Primary Region Regularization
Harry Cheng
Yangyang Guo
Tianyi Wang
Liqiang Nie
Mohan S. Kankanhalli
50
0
0
24 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection
Zhi Yan
Yong Zhang
Xinhang Yuan
Siwei Lyu
Baoyuan Wu
ELM
30
67
0
04 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for
  General Face Forgery Detection
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection
Xiao Jin
Xinwen Mu
Jing Xu
CVBM
18
0
0
15 Jun 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for
  DeepFake Detection
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
Cyber Vaccine for Deepfake Immunity
Cyber Vaccine for Deepfake Immunity
Ching-Chun Chang
H. Nguyen
Junichi Yamagishi
Isao Echizen
31
6
0
05 Mar 2023
Fighting Malicious Media Data: A Survey on Tampering Detection and
  Deepfake Detection
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
40
5
0
12 Dec 2022
Face Forgery Detection Based on Facial Region Displacement Trajectory
  Series
Face Forgery Detection Based on Facial Region Displacement Trajectory Series
Yuyang Sun
Zhiyong Zhang
Isao Echizen
H. Nguyen
Changzhen Qiu
Lu Sun
CVBM
29
14
0
07 Dec 2022
Quantitative Metrics for Evaluating Explanations of Video DeepFake
  Detectors
Quantitative Metrics for Evaluating Explanations of Video DeepFake Detectors
Federico Baldassarre
Quentin Debard
Gonzalo Fiz Pontiveros
Tri Kurniawan Wijaya
44
4
0
07 Oct 2022
Evaluation of Pre-Trained CNN Models for Geographic Fake Image Detection
Evaluation of Pre-Trained CNN Models for Geographic Fake Image Detection
Sid Ahmed Fezza
Mohammed Yasser Ouis
Bachir Kaddar
W. Hamidouche
Abdenour Hadid
21
3
0
01 Oct 2022
Deepfake Detection using ImageNet models and Temporal Images of 468
  Facial Landmarks
Deepfake Detection using ImageNet models and Temporal Images of 468 Facial Landmarks
Christeena Jose
CVBM
35
0
0
15 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
42
32
0
10 Aug 2022
Visual Representations of Physiological Signals for Fake Video Detection
Visual Representations of Physiological Signals for Fake Video Detection
Kalin Stefanov
Bhawna Paliwal
Abhinav Dhall
19
4
0
18 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
Learning with Capsules: A Survey
Learning with Capsules: A Survey
Fabio De Sousa Ribeiro
Kevin Duarte
Miles Everett
Georgios Leontidis
M. Shah
3DPC
MedIm
34
19
0
06 Jun 2022
Deepfake Caricatures: Amplifying attention to artifacts increases
  deepfake detection by humans and machines
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
44
4
0
01 Jun 2022
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and
  Deploying in the Wild
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild
Spyridon Baxevanakis
Giorgos Kordopatis-Zilos
Panagiotis Galopoulos
Lazaros Apostolidis
Killian Levacher
Ipek B. Schlicht
Denis Teyssou
I. Kompatsiaris
Symeon Papadopoulos
42
8
0
27 Apr 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
Model Attribution of Face-swap Deepfake Videos
Model Attribution of Face-swap Deepfake Videos
Shan Jia
Xin Li
Siwei Lyu
CVBM
26
24
0
25 Feb 2022
Robust Deepfake On Unrestricted Media: Generation And Detection
Robust Deepfake On Unrestricted Media: Generation And Detection
Trung-Nghia Le
H. Nguyen
Junichi Yamagishi
Isao Echizen
36
7
0
13 Feb 2022
Improved Xception with Dual Attention Mechanism and Feature Fusion for
  Face Forgery Detection
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
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
Challenges and Solutions in DeepFakes
Jatin Sharma
Sahil Sharma
42
1
0
12 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
Video Transformer for Deepfake Detection with Incremental Learning
Video Transformer for Deepfake Detection with Incremental Learning
Sohail Ahmed Khan
Hang Dai
ViT
24
63
0
11 Aug 2021
OpenForensics: Large-Scale Challenging Dataset For Multi-Face Forgery
  Detection And Segmentation In-The-Wild
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
Detection of Deepfake Videos Using Long Distance Attention
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
Local Relation Learning for Face Forgery Detection
Local Relation Learning for Face Forgery Detection
Shen Chen
Taiping Yao
Yang Chen
Shouhong Ding
Jilin Li
Rongrong Ji
CVBM
37
254
0
06 May 2021
DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning
DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning
Sheldon Fung
Xuequan Lu
Chao Zhang
Chang-Tsun Li
SSL
38
44
0
23 Apr 2021
Multi-attentional Deepfake Detection
Multi-attentional Deepfake Detection
Hanqing Zhao
Wenbo Zhou
Dongdong Chen
Tianyi Wei
Weiming Zhang
Nenghai Yu
3DPC
45
602
0
03 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon
Countering Malicious DeepFakes: Survey, Battleground, and Horizon
Felix Juefei Xu
Run Wang
Yihao Huang
Qing Guo
Lei Ma
Yang Liu
AAML
33
132
0
27 Feb 2021
Adversarially robust deepfake media detection using fused convolutional
  neural network predictions
Adversarially robust deepfake media detection using fused convolutional neural network predictions
Sohail Ahmed Khan
A. Artusi
H. Dai
AAML
24
16
0
11 Feb 2021
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised
  Learning
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning
Shivangi Aneja
C. Bregler
Matthias Nießner
SSL
58
48
0
15 Jan 2021
Learning Self-Consistency for Deepfake Detection
Learning Self-Consistency for Deepfake Detection
Tianchen Zhao
Xiang Xu
Mingze Xu
Hui Ding
Yuanjun Xiong
Wei Xia
SSL
45
261
0
16 Dec 2020
Unknown Presentation Attack Detection against Rational Attackers
Unknown Presentation Attack Detection against Rational Attackers
Ali Khodabakhsh
Zahid Akhtar
AAML
29
4
0
04 Oct 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering
Yihao Huang
Felix Juefei Xu
Qing Guo
Yang Liu
G. Pu
33
20
0
19 Sep 2020
Deep Detection for Face Manipulation
Deep Detection for Face Manipulation
Di Feng
Xuequan Lu
Xufeng Lin
CVBM
26
22
0
13 Sep 2020
How Do the Hearts of Deep Fakes Beat? Deep Fake Source Detection via
  Interpreting Residuals with Biological Signals
How Do the Hearts of Deep Fakes Beat? Deep Fake Source Detection via Interpreting Residuals with Biological Signals
U. Ciftci
Ilke Demir
L. Yin
27
74
0
26 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos
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
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware
  Clues
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues
Yuyang Qian
Guojun Yin
Lu Sheng
Zixuan Chen
Jing Shao
CVBM
40
662
0
18 Jul 2020
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