Title
MVAD : A Comprehensive Multimodal Video-Audio Dataset for AIGC Detection Mengxue Hu Yunfeng Diao Changtao Miao Jianshu Li Zhe Li Joey Tianyi Zhou VGen 48 0 0 29 Nov 2025
AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs Shuhan Xia Peipei Li Xuannan Liu Dongsen Zhang Xinyu Guo Zekun Li AAML 84 0 0 26 Nov 2025
VidGuard-R1: AI-Generated Video Detection and Explanation via Reasoning MLLMs and RL Kyoungjun Park Yifan Yang Juheon Yi Shicheng Zheng Yifei Shen Dongqi Han Caihua Shan Muhammad Muaz Lili Qiu 164 1 0 02 Oct 2025
Learning Human-Perceived Fakeness in AI-Generated Videos via Multimodal LLMs Xingyu Fu Siyi Liu Yinuo Xu Pan Lu Guangqiuse Hu ... Chung Un Lee Yejin Choi James Zou Dan Roth Chris Callison-Burch 105 0 0 26 Sep 2025
FakeParts: a New Family of AI-Generated DeepFakes Gaetan Brison Soobash Daiboo Samy Aimeur Awais Hussain Sani Xi Wang Gianni Franchi Vicky Kalogeiton Vicky Kalogeiton 80 1 0 28 Aug 2025
AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences J. Li Xin Zhang Joey Tianyi Zhou EGVM AAML 140 2 0 14 Aug 2025
Video Forgery Detection with Optical Flow Residuals and Spatial-Temporal Consistency Xi Xue Kunio Suzuki Nabarun Goswami Takuya Shintate VGen 135 0 0 01 Aug 2025
D3: Training-Free AI-Generated Video Detection Using Second-Order Features Chende Zheng Ruiqi suo Chenhao Lin Zhengyu Zhao Le Yang Shuai Liu Minghui Yang Cong Wang Chao Shen DiffM VGen 138 3 0 01 Aug 2025
Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Naseem Khan Tuan Nguyen Amine Bermak Issa Khalil AAML 167 3 0 24 Jul 2025
BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM Haiquan Wen Tianxiao Li Zhenglin Huang Yiwei He Guangliang Cheng 256 2 0 19 Jul 2025
Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation Riccardo Corvi D. Cozzolino Ekta Prashnani Shalini De Mello Koki Nagano L. Verdoliva ViT 304 1 0 20 Jun 2025
DAVID-XR1: Detecting AI-Generated Videos with Explainable Reasoning Yifeng Gao Yifan Ding Hongyu Su Juncheng Li Yunhan Zhao ... Li Wang Xin Wang Yixu Wang Jiabo He Yu-Gang Jiang VGen 287 1 0 13 Jun 2025
DreamActor-H1: High-Fidelity Human-Product Demonstration Video Generation via Motion-designed Diffusion Transformers Lizhen Wang Zhurong Xia T. Hu P. Wang Pengfei Wang Zerong Zheng Ming Zhou Yuan Zhang Mingyuan Gao DiffM VGen 368 5 0 12 Jun 2025
IVY-FAKE: A Unified Explainable Framework and Benchmark for Image and Video AIGC Detection Wayne Zhang Changjiang Jiang Zhonghao Zhang Chenyang Si Fengchang Yu ... Xinbin Yuan Yifei Bi Ming Zhao Zian Zhou Caifeng Shan 259 8 0 01 Jun 2025
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 383 4 0 19 May 2025
Watermarking for AI Content Detection: A Review on Text, Visual, and Audio Modalities Lele Cao 207 2 0 02 Apr 2025
DreamActor-M1: Holistic, Expressive and Robust Human Image Animation with Hybrid Guidance Yuxuan Luo Zhengkun Rong Lizhen Wang Longhao Zhang Tianshu Hu Yongming Zhu VGen 950 19 0 02 Apr 2025
TruthLens: Visual Grounding for Universal DeepFake Reasoning Rohit Kundu Shan Jia Vishal Mohanty Athula Balachandran Amit K. Roy-Chowdhury 344 3 0 20 Mar 2025
ExDDV: A New Dataset for Explainable Deepfake Detection in Video Vlad Hondru Eduard Hogea Darian M. Onchis Radu Tudor Ionescu 355 11 0 18 Mar 2025
Impossible Videos Zechen Bai Hai Ci Mike Zheng Shou EGVM VGen 294 7 0 18 Mar 2025
Animate Anyone 2: High-Fidelity Character Image Animation with Environment Affordance Li Hu Guangyuan Wang Zhen Shen Xin Gao Dechao Meng Lian Zhuo Peng Zhang Bang Zhang Liefeng Bo DiffM VGen 339 34 0 10 Feb 2025
Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Yueying Zou Peipei Li Zekun Li Huaibo Huang Xing Cui Xuannan Liu Chenghanyu Zhang Ran He DeLMO 593 10 0 07 Feb 2025
VMamba: Visual State Space ModelNeural Information Processing Systems (NeurIPS), 2024 Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 944 1,431 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 357 15 0 29 Nov 2024
Venturing into Uncharted Waters: The Navigation Compass from Transformer to Mamba Yuchen Zou Yineng Chen Zuchao Li Lefei Zhang Hai Zhao 271 2 0 24 Jun 2024
StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text Roberto Henschel Levon Khachatryan Daniil Hayrapetyan Hayk Poghosyan Vahram Tadevosyan Zinan Lin Shant Navasardyan Humphrey Shi DiffM VGen 438 148 0 21 Mar 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 789 88 0 22 Jan 2024
Latte: Latent Diffusion Transformer for Video Generation Xin Ma Yaohui Wang Gengyun Jia Xinyuan Chen Ziqiang Liu Yuan-Fang Li Cunjian Chen Yu Qiao DiffM VGen 778 413 0 05 Jan 2024
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 434 45 0 23 May 2023