WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection

5 January 2021

Papers citing "WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection"

49 / 49 papers shown

Title
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation Haiquan Wen Yiwei He Zhenglin Huang Tianxiao Li Zihan YU Xingru Huang Lu Qi Baoyuan Wu Xuelong Li Guangliang Cheng VGen 9 0 0 19 May 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 45 0 0 28 Mar 2025
Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024 Nuria Alina Chandra Ryan Murtfeldt Lin Qiu Arnab Karmakar Hannah Lee ... Sejin Paik Changyeon Lee Jongwook Choi Aerin Kim O. Etzioni 64 5 0 04 Mar 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 110 1 0 26 Nov 2024
DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization C. Koutlis Symeon Papadopoulos 58 2 0 15 Nov 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 37 6 0 02 Sep 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 46 5 0 01 Aug 2024
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
Towards the Development of a Real-Time Deepfake Audio Detection System in Communication Platforms J. J. Mathew Rakin Ahsan Sae Furukawa Jagdish Gautham Krishna Kumar Huzaifa Pallan Agamjeet Singh Padda Sara Adamski Madhu Reddiboina Arjun Pankajakshan 26 2 0 18 Mar 2024
Deepfake Detection and the Impact of Limited Computing Capabilities Paloma Cantero-Arjona Alfonso Sánchez-Macián 33 2 0 08 Feb 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 21 13 0 31 Jan 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Wang Xin Li Luisa Verdoliva Shu Hu 88 58 0 22 Jan 2024
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding Rongrong Ji 28 12 0 31 Jul 2023
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
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection Rui Shao Tianxing Wu Liqiang Nie Ziwei Liu 28 11 0 01 Jun 2023
EKILA: Synthetic Media Provenance and Attribution for Generative Art Kar Balan S. Agarwal Simon Jenni Andy Parsons Andrew Gilbert John Collomosse 27 12 0 10 Apr 2023
VADER: Video Alignment Differencing and Retrieval Alexander Black Simon Jenni Tu Bui Md. Mehrab Tanjim Stefano Petrangeli Ritwik Sinha Viswanathan Swaminathan John Collomosse 31 2 0 23 Mar 2023
Two-in-one Knowledge Distillation for Efficient Facial Forgery Detection Chu Zhou Jiajun Huang Daochang Liu Chengbin Du Siqi Ma Surya Nepal Chang Xu 30 0 0 21 Feb 2023
Learning to mask: Towards generalized face forgery detection Jianwei Fei Yunshu Dai Huaming Wang Zhihua Xia AAML CVBM 27 0 0 29 Dec 2022
SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Nicolas Larue Ngoc-Son Vu Vitomir Štruc Peter Peer V. Christophides AAML 35 27 0 21 Nov 2022
ZK-IMG: Attested Images via Zero-Knowledge Proofs to Fight Disinformation Daniel Kang Tatsunori Hashimoto Ion Stoica Yi Sun 26 12 0 09 Nov 2022
Multi-Scale Wavelet Transformer for Face Forgery Detection Jie Liu Jingjing Wang Peng Zhang Chunmao Wang Di Xie Shiliang Pu ViT CVBM 41 8 0 08 Oct 2022
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
StyleSwap: Style-Based Generator Empowers Robust Face Swapping Zhi-liang Xu Hang Zhou Zhibin Hong Ziwei Liu Jiaming Liu Zhizhi Guo Junyu Han Jingtuo Liu Errui Ding Jingdong Wang CVBM 39 77 0 27 Sep 2022
DepthFake: a depth-based strategy for detecting Deepfake videos Luca Maiano Lorenzo Papa Ketbjano Vocaj Irene Amerini 28 9 0 23 Aug 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 28 11 0 21 Aug 2022
Video Manipulations Beyond Faces: A Dataset with Human-Machine Analysis Trisha Mittal Ritwik Sinha Viswanathan Swaminathan John Collomosse Tianyi Zhou 30 9 0 26 Jul 2022
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
DFGC 2022: The Second DeepFake Game Competition Bo Peng Wei Xiang Yue Jiang Wei Wang Jing Dong Zhen Sun Zhen Lei Siwei Lyu 21 10 0 30 Jun 2022
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
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization Zhixi Cai Kalin Stefanov Abhinav Dhall Munawar Hayat 20 3 0 13 Apr 2022
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 Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 36 7 0 13 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 38 51 0 12 Feb 2022
Trusted Media Challenge Dataset and User Study Weiling Chen Sheng Lun Benjamin Chua Stefan Winkler See-Kiong Ng 27 8 0 13 Jan 2022
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning Qiqi Gu Shen Chen Taiping Yao Yang Chen Shouhong Ding Ran Yi CVBM 33 129 0 28 Dec 2021
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 24 171 0 27 Dec 2021
Geo-DefakeHop: High-Performance Geographic Fake Image Detection Hong-Shuo Chen Kaitai Zhang Shuowen Hu Suya You C.-C. Jay Kuo 49 13 0 19 Oct 2021
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
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 23 82 0 07 Sep 2021
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
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
S2Looking: A Satellite Side-Looking Dataset for Building Change Detection Li Shen Yao Lu Hao Chen Hao Wei Donghai Xie Jiabao Yue Rui Chen Shouye Lv Bitao Jiang 18 140 0 20 Jul 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 32 48 0 06 Jul 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Deepfake Videos in the Wild: Analysis and Detection Jiameng Pu Neal Mangaokar Lauren Kelly P. Bhattacharya Kavya Sundaram M. Javed Bolun Wang Bimal Viswanath 28 43 0 07 Mar 2021
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
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
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 149 1,047 0 27 Sep 2019