Combining EfficientNet and Vision Transformers for Video Deepfake Detection

6 July 2021

Papers citing "Combining EfficientNet and Vision Transformers for Video Deepfake Detection"

50 / 63 papers shown

Title
MAVOS-DD: Multilingual Audio-Video Open-Set Deepfake Detection Benchmark Florinel-Alin Croitoru Vlad Hondru Marius Popescu Radu Tudor Ionescu Fahad Shahbaz Khan Mubarak Shah 21 0 0 16 May 2025
Unmasking Deep Fakes: Leveraging Deep Learning for Video Authenticity Detection Mahmudul Hasan 21 0 0 10 May 2025
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes Sridha Sridharan Simon Denman 43 0 0 08 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
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 55 0 0 26 Mar 2025
Deepfake Detection with Spatio-Temporal Consistency and Attention Yunzhuo Chen Naveed Akhtar Nur Al Hasan Haldar Ajmal Mian 133 0 0 12 Feb 2025
HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection Anant Mehta Bryant McArthur Nagarjuna Kolloju Zhengzhong Tu 47 0 0 10 Jan 2025
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection Yaning Zhang Qiufu Li Zitong Yu L. Shen ViT 60 3 0 31 Dec 2024
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook Florinel-Alin Croitoru Andrei Iulian Hiji Vlad Hondru Nicolae-Cătălin Ristea Paul Irofti Marius Popescu Cristian Rusu Radu Tudor Ionescu Fahad Shahbaz Khan Mubarak Shah 89 3 0 29 Nov 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 103 1 0 29 Nov 2024
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
Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection D. Coccomini R. Caldelli Fabrizio Falchi Claudio Gennaro Giuseppe Amato SupR AAML 31 0 0 05 Oct 2024
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection Yaning Zhang Tianyi Wang Zitong Yu Zan Gao Linlin Shen Shengyong Chen DiffM 67 3 0 15 Sep 2024
Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector Deepak Dagar Dinesh Kumar Vishwakarma ViT 40 0 0 29 Aug 2024
Solutions to Deepfakes: Can Camera Hardware, Cryptography, and Deep Learning Verify Real Images? Alexander Vilesov Yuan Tian Nader Sehatbakhsh A. Kadambi 37 0 0 04 Jul 2024
Adversarial Magnification to Deceive Deepfake Detection through Super Resolution D. Coccomini R. Caldelli Giuseppe Amato Fabrizio Falchi Claudio Gennaro AAML SupR 36 1 0 02 Jul 2024
FSBI: Deepfakes Detection with Frequency Enhanced Self-Blended Images Ahmed Abul Hasanaath Hamzah Luqman Raed Katib Saeed Anwar 31 3 0 12 Jun 2024
Protect-Your-IP: Scalable Source-Tracing and Attribution against Personalized Generation Runyi Li Xuanyu Zhang Zhipei Xu Yongbing Zhang Jian Zhang WIGM 56 3 0 26 May 2024
PolyGlotFake: A Novel Multilingual and Multimodal DeepFake Dataset Yang Hou Haitao Fu Chuankai Chen Zida Li Haoyu Zhang Jianjun Zhao 32 3 0 14 May 2024
Exploring Self-Supervised Vision Transformers for Deepfake Detection: A Comparative Analysis H. Nguyen Junichi Yamagishi Isao Echizen 39 6 0 01 May 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Pengnian Qi Zhiyu Li 69 8 0 25 Apr 2024
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection D. Coccomini R. Caldelli Claudio Gennaro Giuseppe Fiameni Giuseppe Amato Fabrizio Falchi 40 1 0 20 Mar 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 54 8 0 15 Mar 2024
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning Yaning Zhang Zitong Yu Xiaobin Huang Linlin Shen Jianfeng Ren 35 5 0 03 Feb 2024
Common Sense Reasoning for Deepfake Detection Yue Zhang Ben Colman Xiao Guo Ali Shahriyari Gaurav Bharaj 32 30 0 31 Jan 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection Dat Nguyen Nesryne Mejri Inder Pal Singh Polina Kuleshova Marcella Astrid Anis Kacem Enjie Ghorbel Djamila Aouada 30 26 0 24 Jan 2024
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative Adversarial Networks Giovanni Pasqualino Luca Guarnera A. Ortis Sebastiano Battiato MedIm 32 3 0 17 Jan 2024
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions Mirko Casu Luca Guarnera P. Caponnetto Sebastiano Battiato 40 14 0 24 Dec 2023
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models Balachandar Gowrisankar V. Thing AAML 34 11 0 08 Dec 2023
AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake Dataset Zhixi Cai Shreya Ghosh Aman Pankaj Adatia Munawar Hayat Abhinav Dhall Kalin Stefanov 21 27 0 26 Nov 2023
Trustworthy Large Models in Vision: A Survey Ziyan Guo Li Xu Jun Liu MU 66 0 0 16 Nov 2023
CapST: An Enhanced and Lightweight Model Attribution Approach for Synthetic Videos Wasim Ahmad Yan-Tsung Peng Yuan-Hao Chang Gaddisa Olani Ganfure Sarwar Khan Sahibzada Adil Shahzad 23 0 0 07 Nov 2023
Limited Data, Unlimited Potential: A Study on ViTs Augmented by Masked Autoencoders Srijan Das Tanmay Jain Dominick Reilly P. Balaji Soumyajit Karmakar Shyam Marjit Xiang Li Abhijit Das Michael S. Ryoo 39 16 0 31 Oct 2023
DF-TransFusion: Multimodal Deepfake Detection via Lip-Audio Cross-Attention and Facial Self-Attention Aaditya Kharel Manas Paranjape Aniket Bera 36 3 0 12 Sep 2023
UMMAFormer: A Universal Multimodal-adaptive Transformer Framework for Temporal Forgery Localization Rui Zhang Hongxia Wang Ming-han Du Hanqing Liu Yangqiaoyu Zhou Q. Zeng 31 21 0 28 Aug 2023
Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning P. Balaji Abhijit Das Srijan Das A. Dantcheva CVBM 21 4 0 25 Aug 2023
Deepfake Detection: A Comparative Analysis Sohail Ahmed Khan Duc-Tien Dang-Nguyen 36 2 0 07 Aug 2023
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 32 0 0 26 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang Ran He ViT 58 53 0 14 Jul 2023
Improving Fairness in Deepfake Detection Yan Ju Shu Hu Shan Jia George H. Chen Siwei Lyu 25 32 0 29 Jun 2023
Glitch in the Matrix: A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and Localization Théophile Cabannes Shreya Ghosh Raphaël Marinier Tom Gedeon Alexandre M. Bayen Munawar Hayat 86 22 0 03 May 2023
Vision Conformer: Incorporating Convolutions into Vision Transformer Layers Brian Kenji Iwana Akihiro Kusuda ViT 45 2 0 27 Apr 2023
Investigation of ensemble methods for the detection of deepfake face manipulations Nikolaos Giatsoglou Symeon Papadopoulos Y. Kompatsiaris CVBM 47 2 0 14 Apr 2023
Detecting Images Generated by Diffusers D. Coccomini Andrea Esuli Fabrizio Falchi Claudio Gennaro Giuseppe Amato DiffM 45 14 0 09 Mar 2023
How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection U. Ciftci Ilke Demir 36 6 0 28 Dec 2022
VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic Traces T. D. Nguyen Shengbang Fang Matthew C. Stamm 44 11 0 28 Nov 2022
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection D. Coccomini Giorgos Kordopatis-Zilos Giuseppe Amato R. Caldelli Fabrizio Falchi Symeon Papadopoulos Claudio Gennaro 35 14 0 20 Nov 2022
A Comprehensive Survey of Transformers for Computer Vision Sonain Jamil Md. Jalil Piran Oh-Jin Kwon ViT 30 46 0 11 Nov 2022
ZK-IMG: Attested Images via Zero-Knowledge Proofs to Fight Disinformation Daniel Kang Tatsunori Hashimoto Ion Stoica Yi Sun 29 12 0 09 Nov 2022