An Examination of Fairness of AI Models for Deepfake Detection

2 May 2021

Papers citing "An Examination of Fairness of AI Models for Deepfake Detection"

16 / 16 papers shown

Title
Social Media Authentication and Combating Deepfakes using Semi-fragile Invisible Image Watermarking Aakash Varma Nadimpalli A. Rattani AAML WIGM 84 2 0 02 Oct 2024
DF40: Toward Next-Generation Deepfake Detection Zhiyuan Yan Taiping Yao Shen Chen Yandan Zhao Xinghe Fu ... Donghao Luo Li Yuan Chengjie Wang Shouhong Ding Yunsheng Wu 106 39 0 19 Jun 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 158 12 0 02 Jun 2024
FairSSD: Understanding Bias in Synthetic Speech Detectors Amit Kumar Singh Yadav Kratika Bhagtani Davide Salvi Paolo Bestagini Edward J.Delp 72 5 0 17 Apr 2024
Preserving Fairness Generalization in Deepfake Detection Li Lin Xinan He Yan Ju Xin Eric Wang Feng Ding Shu Hu 105 41 0 27 Feb 2024
Non-Consensual Synthetic Intimate Imagery: Prevalence, Attitudes, and Knowledge in 10 Countries Rebecca Umbach Nicola Henry G. Beard Colleen M. Berryessa PICV 85 21 0 26 Jan 2024
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 130 64 0 19 Nov 2023
ProtoExplorer: Interpretable Forensic Analysis of Deepfake Videos using Prototype Exploration and Refinement M. D. L. D. Bouter J. Pardo Z. Geradts M. Worring 68 11 0 20 Sep 2023
Recent Advancements In The Field Of Deepfake Detection Natalie Krueger Mounika Vanamala Rushit Dave 66 5 0 10 Aug 2023
Improving Fairness in Deepfake Detection Yan Ju Shu Hu Shan Jia George H. Chen Siwei Lyu 143 35 0 29 Jun 2023
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases Ying Xu Philipp Terhörst Kiran Raja Marius Pedersen 127 13 0 11 Aug 2022
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detection Aakash Varma Nadimpalli A. Rattani 121 32 0 21 Jul 2022
Metamorphic Testing-based Adversarial Attack to Fool Deepfake Detectors Nyee Thoang Lim Meng Yi Kuan Muxin Pu Mei Kuan Lim Chun Yong Chong AAML 62 4 0 19 Apr 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 81 316 0 18 Apr 2022
Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing Muxin Pu Meng Yi Kuan Nyee Thoang Lim Chun Yong Chong Mei Kuan Lim 55 18 0 14 Mar 2022
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 202 323 0 25 Feb 2021