IFS-P14.7

AUXILIARY MULTI-LABEL TRAINING FOR IMPROVING THE ROBUSTNESS OF AUDIO DEEPFAKE DETECTION ON AI-PROCESSED DATA

Inho Kim, Jiwon Seo, Seoyoung Park, Thien-Phuc Doan, Souhwan Jung, Soongsil University, Korea, Republic of

Session:
IFS-P14: Robust, Generalizable, and Multimodal Deepfake Detection Poster

Track:
Information Forensics and Security [IF]

Location:
Poster Area 22

Presentation Time:
Thu, 7 May, 16:30 - 18:30

Presentation
Discussion
Resources
No resources available.
Session IFS-P14
IFS-P14.1: TOWARDS ROBUST CROSS-COMPRESSION DEEPFAKE DETECTION
Jiaxin Jiang, Zhiwen Chen, Xiaoshuai Wu, Hui Zhou, Zheng Qin, Hunan University, China
IFS-P14.2: BEYOND FACE SWAPPING: A DIFFUSION-BASED DIGITAL HUMAN BENCHMARK FOR MULTIMODAL DEEPFAKE DETECTION
Jiaxin Liu, Jia Wang, Beijing University of Posts and Telecommunications, China; Saihui Hou, Beijing Normal University, China; Min Ren, Huijia Wu, Beijing University of Posts and Telecommunications, China; Long Ma, Renwang Pei, Didi Chuxing, China; Zhaofeng He, Beijing University of Posts and Telecommunications, China
IFS-P14.3: HybridMask: Facial-Guided Cross-Modal Fusion for Multimodal Deepfake Detection
ligong Cao, Yeting Guo, Zhaoye Li, Yize Sui, Haotian Wang, National University of Defense Technology, China, China
IFS-P14.4: SAIL:SYNERGISTIC ANOMALY-INFORMED LEARNING FOR DEEPFAKE DETECTION WITH CLIP
Wenjing Ruan, Yongjin Xian, Shihui Xue, Jing Zhao, Qilu University of Technology, China
IFS-P14.5: SRGAC: Self-Reference Guided Adaptive Classification for Generalizable Deepfake Detection
Wen Huang, Tsinghua University, China; Tao Dai, Shenzhen University, China; Bin Wang, Zheng Liu, Yimin Zhou, Shutao Xia, Tsinghua University, China
IFS-P14.6: STREAMMARK: A DEEP LEARNING-BASED SEMI-FRAGILE AUDIO WATERMARKING FOR PROACTIVE DEEPFAKE DETECTION
Zhentao Liu, EPFL, Switzerland; Milos Cernak, Logitech Europe, Switzerland
IFS-P14.7: AUXILIARY MULTI-LABEL TRAINING FOR IMPROVING THE ROBUSTNESS OF AUDIO DEEPFAKE DETECTION ON AI-PROCESSED DATA
Inho Kim, Jiwon Seo, Seoyoung Park, Thien-Phuc Doan, Souhwan Jung, Soongsil University, Korea, Republic of
IFS-P14.8: DIFFFACE-EDIT: A DIFFUSION-BASED FACIAL DATASET FOR FORGERY-SEMANTIC DRIVEN DEEPFAKE DETECTION ANALYSIS
Feng Ding, Wenhui Yi, Xinan He, Mengyao Xiao, Jianfeng Xu, Jianqiang Du, NanChang University, China
IFS-P14.9: UAFD: Unified Adaptive Frequency-Domain Detector for Generalizable Deepfake Detection
Jialei Zhou, Tongji University, China; Hongnan Ma, University of Bristol, United Kingdom of Great Britain and Northern Ireland; Wenlong Wang, Tsinghua University, China; Shuxia Ren, Tiangong University, China; Kexue Fu, Qilu University of Technology, China
IFS-P14.10: MULTI-TASK TRANSFORMER FOR EXPLAINABLE SPEECH DEEPFAKE DETECTION VIA FORMANT MODELING
Viola Negroni, Politecnico di Milano, Italy; Luca Cuccovillo, Fraunhofer IDMT, Germany; Paolo Bestagini, Politecnico di Milano, Italy; Patrick Aichroth, Fraunhofer IDMT, Germany; Stefano Tubaro, Politecnico di Milano, Italy
Contacts