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Improving the Efficiency and Robustness of Deepfakes Detection through
  Precise Geometric Features

Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features

Computer Vision and Pattern Recognition (CVPR), 2021
9 April 2021
Zekun Sun
Yujie Han
Zeyu Hua
Na Ruan
Weijia Jia
    AAML
ArXiv (abs)PDFHTML

Papers citing "Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features"

50 / 53 papers shown
Beyond Flicker: Detecting Kinematic Inconsistencies for Generalizable Deepfake Video Detection
Beyond Flicker: Detecting Kinematic Inconsistencies for Generalizable Deepfake Video Detection
Alejandro Cobo
Roberto Valle
J. M. Buenaposada
Luis Baumela
114
0
0
03 Dec 2025
UMCL: Unimodal-generated Multimodal Contrastive Learning for Cross-compression-rate Deepfake Detection
UMCL: Unimodal-generated Multimodal Contrastive Learning for Cross-compression-rate Deepfake Detection
Ching-Yi Lai
Chih-Yu Jian
Pei-Cheng Chuang
Chia-ming Lee
Chih-Chung Hsu
Chiou-Ting Hsu
Chia-Wen Lin
182
0
0
24 Nov 2025
Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions
Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions
Razaib Tariq
Minji Heo
Simon S. Woo
Shahroz Tariq
211
1
0
27 Oct 2025
PolyJuice Makes It Real: Black-Box, Universal Red Teaming for Synthetic Image Detectors
PolyJuice Makes It Real: Black-Box, Universal Red Teaming for Synthetic Image Detectors
Sepehr Dehdashtian
Mashrur M. Morshed
Jacob H. Seidman
Gaurav Bharaj
Vishnu Boddeti
AAMLDiffM
251
0
0
19 Sep 2025
Robust Deepfake Detection for Electronic Know Your Customer Systems Using Registered Images
Robust Deepfake Detection for Electronic Know Your Customer Systems Using Registered ImagesIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2025
Takuma Amada
Kazuya Kakizaki
Taiki Miyagawa
Akinori F. Ebihara
Kaede Shiohara
T. Yamasaki
188
1
0
30 Jul 2025
Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation
Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation
Midou Guo
Qilin Yin
Wei Lu
Xiangyang Luo
180
2
0
18 May 2025
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorComputer Vision and Pattern Recognition (CVPR), 2025
Xiao Guo
Xiufeng Song
Yue Zhang
Xiaohong Liu
Xuyang Liu
498
43
0
26 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025
Jin Wang
Chenghui Lv
Xian Li
Shichao Dong
Huadong Li
Kelu Yao
Chao Li
Wenqi Shao
Ping Luo
496
14
0
19 Mar 2025
Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated Content
Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated ContentComputer Vision and Pattern Recognition (CVPR), 2024
Rohit Kundu
Hao Xiong
Vishal Mohanty
Athula Balachandran
Amit K. Roy-Chowdhury
ViT
328
6
0
16 Dec 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey
Hong-Hanh Nguyen-Le
Van-Tuan Tran
Dinh-Thuc Nguyen
Nhien-An Le-Khac
AAML
758
9
0
26 Nov 2024
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake
  Detection
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake DetectionIEEE transactions on multimedia (IEEE TMM), 2024
Fan Nie
Jiangqun Ni
Jian Zhang
Bin Zhang
Weizhe Zhang
DiffM
323
12
0
31 Oct 2024
Deep Learning Technology for Face Forgery Detection: A Survey
Deep Learning Technology for Face Forgery Detection: A Survey
Lixia Ma
Puning Yang
Yuting Xu
Ziming Yang
Peipei Li
Huaibo Huang
329
21
0
22 Sep 2024
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active
  Probes
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes
Zhixin Xie
Jun Luo
224
2
0
17 Sep 2024
GRACE: Graph-Regularized Attentive Convolutional Entanglement with
  Laplacian Smoothing for Robust DeepFake Video Detection
GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection
Chih-Chung Hsu
Shao-Ning Chen
Mei-Hsuan Wu
Yi-Fang Wang
Chia-ming Lee
Yi-Shiuan Chou
CVBM
418
4
0
28 Jun 2024
FSBI: Deepfakes Detection with Frequency Enhanced Self-Blended Images
FSBI: Deepfakes Detection with Frequency Enhanced Self-Blended Images
Ahmed Abul Hasanaath
Hamzah Luqman
Raed Katib
Saeed Anwar
350
6
0
12 Jun 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and
  Generalizable Deepfake Detection
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake DetectionComputer Vision and Pattern Recognition (CVPR), 2024
Dat Nguyen
Nesryne Mejri
Inder Pal Singh
Polina Kuleshova
Marcella Astrid
Anis Kacem
Enjie Ghorbel
Djamila Aouada
470
112
0
24 Jan 2024
DomainForensics: Exposing Face Forgery across Domains via Bi-directional
  Adaptation
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation
Qingxuan Lv
Yuezun Li
Junyu Dong
Sheng Chen
Hui Yu
Huiyu Zhou
Shu Zhang
AAML
262
15
0
17 Dec 2023
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
244
6
0
13 Dec 2023
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake
  Detection
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection
Chunlei Peng
Huiqing Guo
Decheng Liu
Nannan Wang
Ruimin Hu
Xinbo Gao
CVBM
257
7
0
07 Dec 2023
Transcending Forgery Specificity with Latent Space Augmentation for
  Generalizable Deepfake Detection
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection
Zhiyuan Yan
Yuhao Luo
Siwei Lyu
Qingshan Liu
Baoyuan Wu
521
172
0
19 Nov 2023
Deepfake detection by exploiting surface anomalies: the SurFake approach
Deepfake detection by exploiting surface anomalies: the SurFake approach
Andrea Ciamarra
R. Caldelli
Federico Becattini
Lorenzo Seidenari
Marco Bertini
383
26
0
31 Oct 2023
Exploiting Facial Relationships and Feature Aggregation for Multi-Face
  Forgery Detection
Exploiting Facial Relationships and Feature Aggregation for Multi-Face Forgery DetectionIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2023
Chenhao Lin
Fangbin Yi
Hang Wang
Qian Li
Jingyi Deng
Chao Shen
CVBM
164
14
0
07 Oct 2023
UVL: A Unified Framework for Video Tampering Localization
UVL: A Unified Framework for Video Tampering Localization
Tingliang Feng
Xianfeng Zhao
Jinchuan Li
Yun Cao
AAML
311
4
0
28 Sep 2023
Robustness and Generalizability of Deepfake Detection: A Study with
  Diffusion Models
Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models
Haixu Song
Shiyu Huang
Yinpeng Dong
Weijuan Tu
239
47
0
05 Sep 2023
A Unified Framework for Modality-Agnostic Deepfakes Detection
A Unified Framework for Modality-Agnostic Deepfakes Detection
Cai Yu
Peng-Wen Chen
Jiahe Tian
Jin Liu
Jiao Dai
Xi Wang
Yesheng Chai
Shan Jia
Siwei Lyu
Jizhong Han
317
2
0
26 Jul 2023
Controllable Guide-Space for Generalizable Face Forgery Detection
Controllable Guide-Space for Generalizable Face Forgery DetectionIEEE International Conference on Computer Vision (ICCV), 2023
Yingjie Guo
Cheng Zhen
Pengfei Yan
CVBMAAML
305
35
0
26 Jul 2023
RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching
  Detection
RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching DetectionACM Multimedia (ACM MM), 2023
Qichao Ying
Jiaxin Liu
Sheng Li
Haisheng Xu
Zhenxing Qian
Xinpeng Zhang
CVBM
266
13
0
20 Jul 2023
Building an Invisible Shield for Your Portrait against Deepfakes
Building an Invisible Shield for Your Portrait against Deepfakes
Jiazhi Guan
Tianshu Hu
Hang Zhou
Zhizhi Guo
Lirui Deng
Chengbin Quan
Errui Ding
Youjian Zhao
PICV
202
5
0
22 May 2023
Undercover Deepfakes: Detecting Fake Segments in Videos
Undercover Deepfakes: Detecting Fake Segments in Videos
Sanjay Saha
Rashindrie Perera
Sachith Seneviratne
T. Malepathirana
Sanka Rasnayaka
Deshani Geethika
Terence Sim
Saman K. Halgamuge
DiffM
514
17
0
11 May 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection
UCF: Uncovering Common Features for Generalizable Deepfake DetectionIEEE International Conference on Computer Vision (ICCV), 2023
Zhiyuan Yan
Yong Zhang
Yanbo Fan
Baoyuan Wu
437
249
0
27 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for
  DeepFake Detection
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake DetectionIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2023
Chuer Yu
Xuhong Zhang
Yuxuan Duan
Senbo Yan
Zonghui Wang
Yang Xiang
S. Ji
Wenzhi Chen
AAML
177
17
0
30 Mar 2023
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
214
21
0
07 Dec 2022
Deepfake Detection: A Comprehensive Study from the Reliability
  Perspective
Deepfake Detection: A Comprehensive Study from the Reliability PerspectiveACM Computing Surveys (ACM CSUR), 2022
Tianyi Wang
Xin Liao
Kam-pui Chow
Xiaodong Lin
Yinglong Wang
387
6
0
20 Nov 2022
Generalizable Deepfake Detection with Phase-Based Motion Analysis
Generalizable Deepfake Detection with Phase-Based Motion AnalysisIEEE Transactions on Image Processing (IEEE TIP), 2022
Ekta Prashnani
Michael Goebel
B. S. Manjunath
297
21
0
17 Nov 2022
Exploring Spatial-Temporal Features for Deepfake Detection and
  Localization
Exploring Spatial-Temporal Features for Deepfake Detection and Localization
Haiwei Wu
Jiantao Zhou
Shile Zhang
Jinyu Tian
230
8
0
28 Oct 2022
Implicit Identity Leakage: The Stumbling Block to Improving Deepfake
  Detection Generalization
Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection GeneralizationComputer Vision and Pattern Recognition (CVPR), 2022
S. Dong
Jin Wang
Renhe Ji
Jiajun Liang
Haoqiang Fan
Zheng Ge
353
218
0
26 Oct 2022
Aggregating Layers for Deepfake Detection
Aggregating Layers for Deepfake DetectionInternational Conference on Pattern Recognition (ICPR), 2022
Amir Jevnisek
S. Avidan
3DPC
186
7
0
11 Oct 2022
Multi-Scale Wavelet Transformer for Face Forgery Detection
Multi-Scale Wavelet Transformer for Face Forgery DetectionAsian Conference on Computer Vision (ACCV), 2022
Jie Liu
Jingjing Wang
Peng Zhang
Chunmao Wang
Di Xie
Shiliang Pu
ViTCVBM
265
15
0
08 Oct 2022
Digital and Physical Face Attacks: Reviewing and One Step Further
Digital and Physical Face Attacks: Reviewing and One Step FurtherAPSIPA Transactions on Signal and Information Processing (TASIP), 2022
Chen Kong
Shiqi Wang
Haoliang Li
AAML
316
41
0
29 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
291
10
0
12 Sep 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
196
13
0
21 Jul 2022
Explaining Deepfake Detection by Analysing Image Matching
Explaining Deepfake Detection by Analysing Image MatchingEuropean Conference on Computer Vision (ECCV), 2022
S. Dong
Jin Wang
Jiajun Liang
Haoqiang Fan
Renhe Ji
199
74
0
20 Jul 2022
Delving into Sequential Patches for Deepfake Detection
Delving into Sequential Patches for Deepfake DetectionNeural Information Processing Systems (NeurIPS), 2022
Jiazhi Guan
Hang Zhou
Zhibin Hong
Errui Ding
Jingdong Wang
Chengbin Quan
Youjian Zhao
ViT
235
78
0
06 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
236
28
0
05 Jul 2022
Real-centric Consistency Learning for Deepfake Detection
Real-centric Consistency Learning for Deepfake Detection
Ruiqi Zha
Z. Lian
Qianmu Li
Siqi Gu
210
1
0
15 May 2022
DefakeHop++: An Enhanced Lightweight Deepfake Detector
DefakeHop++: An Enhanced Lightweight Deepfake DetectorAPSIPA Transactions on Signal and Information Processing (TASIP), 2022
Hong-Shuo Chen
Shuowen Hu
Suya You
C.-C. Jay Kuo
262
15
0
30 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection
Exploring Frequency Adversarial Attacks for Face Forgery DetectionComputer Vision and Pattern Recognition (CVPR), 2022
Shuai Jia
Chao Ma
Taiping Yao
Bangjie Yin
Shouhong Ding
Yunbo Wang
AAML
291
92
0
29 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 DetectionComputer Vision and Pattern Recognition (CVPR), 2022
Liang Chen
Yong Zhang
Yibing Song
Lingqiao Liu
Jue Wang
AAML
400
266
0
23 Mar 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
222
9
0
13 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery
  Detection
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery DetectionComputer Vision and Pattern Recognition (CVPR), 2022
A. Haliassos
Rodrigo Mira
Stavros Petridis
Maja Pantic
CVBM
443
192
0
18 Jan 2022
12
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