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Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation

24 May 2025

Papers citing "Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation"

36 / 36 papers shown

Title
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 349 2 0 26 Nov 2024
COME: Test-time adaption by Conservatively Minimizing Entropy Qingyang Zhang Yatao Bian Xinke Kong Peilin Zhao Changqing Zhang OOD TTA 489 8 0 12 Oct 2024
Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues Xianhua He Dashuang Liang Song Yang Zhanlong Hao Hui Ma Binjie Mao Xi Li Yao Wang Pengfei Yan Ajian Liu CVBM AAML 103 4 0 12 Apr 2024
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing Ajian Liu Shuai Xue Jianwen Gan Jun Wan Yanyan Liang Jiankang Deng Sergio Escalera Zhen Lei VLM 91 38 0 21 Mar 2024
Unified Physical-Digital Face Attack Detection Hao Fang Ajian Liu Haocheng Yuan Junze Zheng Dingheng Zeng ... Jiankang Deng Sergio Escalera Xiaoming Liu Jun Wan Zhen Lei CVBM AAML 123 20 0 31 Jan 2024
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 194 90 0 19 Nov 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Peng Kuang Lorenzo Cavallaro Kui Ren CLL 135 22 0 18 Sep 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 178 104 0 04 Jul 2023
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation Jiaming Liu Senqiao Yang Peidong Jia Renrui Zhang Ming Lu Yandong Guo Wei Xue Shanghang Zhang TTA OOD VLM 177 45 0 07 Jun 2023
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection Zenan Shi Haipeng Chen Long Chen Dong Zhang 123 24 0 26 Apr 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 194 114 0 13 Apr 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 179 300 0 27 Mar 2023
Towards Stable Test-Time Adaptation in Dynamic Wild World Shuaicheng Niu Jiaxiang Wu Yifan Zhang Z. Wen Yaofo Chen P. Zhao Mingkui Tan TTA 156 317 0 24 Feb 2023
A Comprehensive Survey on Source-free Domain Adaptation Zhiqi Yu Jingjing Li Zhekai Du Lei Zhu Jikang Cheng TTA 176 143 0 23 Feb 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 173 311 0 20 Feb 2023
CORE: Consistent Representation Learning for Face Forgery Detection Yu-Shu Ni Depu Meng Changqian Yu Chengbin Quan Dongchun Ren Youjian Zhao CVBM CLL 133 83 0 06 Jun 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 107 365 0 18 Apr 2022
Efficient Test-Time Model Adaptation without Forgetting Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yaofo Chen S. Zheng P. Zhao Mingkui Tan OOD VLM TTA 167 405 0 06 Apr 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 161 484 0 25 Mar 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 89 171 0 15 Jan 2022
MEMO: Test Time Robustness via Adaptation and Augmentation Marvin Zhang Sergey Levine Chelsea Finn OOD TTA 316 379 0 18 Oct 2021
Asymmetric Loss Functions for Learning with Noisy Labels Xiong Zhou Xianming Liu Junjun Jiang Xin Gao Xiangyang Ji NoLa 100 75 0 06 Jun 2021
Joint Negative and Positive Learning for Noisy Labels Youngdong Kim Juseung Yun Hyounguk Shon Junmo Kim NoLa 93 69 0 14 Apr 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 311 411 0 02 Mar 2021
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 185 777 0 18 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 215 524 0 30 Jun 2020
Normalized Loss Functions for Deep Learning with Noisy Labels Xingjun Ma Hanxun Huang Yisen Wang Simone Romano S. Erfani James Bailey NoLa 152 467 0 24 Jun 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 268 628 0 19 Mar 2020
The Deepfake Detection Challenge (DFDC) Preview Dataset Brian Dolhansky Russ Howes Ben Pflaum Nicole Baram Cristian Canton Ferrer 203 529 0 19 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 353 1,198 0 27 Sep 2019
NLNL: Negative Learning for Noisy Labels Youngdong Kim Junho Yim Juseung Yun Junmo Kim NoLa 93 294 0 19 Aug 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 474 19,343 0 28 May 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 467 3,652 0 28 Mar 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 293 2,268 0 25 Jan 2019
Robust Loss Functions under Label Noise for Deep Neural Networks Aritra Ghosh Himanshu Kumar P. Sastry NoLa OOD 149 1,015 0 27 Dec 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 2.1K 15,220 0 07 Oct 2016