Preserving Fairness Generalization in Deepfake Detection

27 February 2024

Papers citing "Preserving Fairness Generalization in Deepfake Detection"

35 / 35 papers shown

Title
Robust Fairness Vision-Language Learning for Medical Image Analysis Sparsh Bansal Mingyang Wu Xin Wang S. Hu VLM 89 1 0 06 May 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 74 0 0 28 Mar 2025
DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder Peipeng Yu Hui Gao Zhitao Huang Zhihua Xia Chip-Hong Chang Chip-Hong Chang 124 1 0 10 Dec 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 120 12 0 02 Jun 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang Xin Li Luisa Verdoliva Shu Hu 130 62 0 22 Jan 2024
Synthesizing Black-box Anti-forensics DeepFakes with High Visual Quality Bing Fan Shu Hu Feng Ding AAML 84 17 0 17 Dec 2023
Outlier Robust Adversarial Training Shu Hu Zhenhuan Yang X. Wang Yiming Ying Siwei Lyu AAML 66 9 0 10 Sep 2023
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detection Aakash Varma Nadimpalli A. Rattani 65 32 0 21 Jul 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 44 65 0 15 Feb 2022
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 52 74 0 01 Sep 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 211 7,818 0 11 May 2021
An Examination of Fairness of AI Models for Deepfake Detection Loc Trinh Yang Liu CVBM 98 35 0 02 May 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 78 93 0 06 Apr 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 62 339 0 23 Mar 2021
Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward Momina Masood M. Nawaz K. Malik A. Javed Aun Irtaza AAML 149 311 0 25 Feb 2021
Large-Scale Methods for Distributionally Robust Optimization Daniel Levy Y. Carmon John C. Duchi Aaron Sidford 73 217 0 12 Oct 2020
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 184 1,345 0 03 Oct 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights Shu Hu Yuezun Li Siwei Lyu CVBM GAN 50 96 0 24 Sep 2020
Face Anti-Spoofing Via Disentangled Representation Learning Ke-Yue Zhang Taiping Yao Jian Zhang Ying Tai Shouhong Ding Jilin Li Feiyue Huang Haichuan Song Lizhuang Ma CVBM 41 125 0 19 Aug 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 118 688 0 18 Jul 2020
NVAE: A Deep Hierarchical Variational Autoencoder Arash Vahdat Jan Kautz BDL 69 910 0 08 Jul 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 73 552 0 19 Mar 2020
Global Texture Enhancement for Fake Face Detection in the Wild Zhengzhe Liu Xiaojuan Qi Philip Torr CVBM 49 290 0 01 Feb 2020
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping Lingzhi Li Jianmin Bao Hao Yang Dong Chen Fang Wen CVBM 63 336 0 31 Dec 2019
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 140 978 0 23 Dec 2019
Detecting and Simulating Artifacts in GAN Fake Images Xu-Yao Zhang Svebor Karaman Shih-Fu Chang 90 486 0 15 Jul 2019
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss Kaidi Cao Colin Wei Adrien Gaidon Nikos Arechiga Tengyu Ma 113 1,602 0 18 Jun 2019
On the Fairness of Disentangled Representations Francesco Locatello G. Abbati Tom Rainforth Stefan Bauer Bernhard Schölkopf Olivier Bachem FaML DRL 73 226 0 31 May 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 137 18,115 0 28 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 111 2,076 0 25 Jan 2019
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 154 9,413 0 09 Feb 2018
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 177 4,359 0 20 Mar 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 222 4,307 0 07 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 294 19,981 0 07 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,555 0 07 Oct 2016