notesum.ai

Published at November 17

Time Step Generating: A Universal Synthesized Deepfake Image Detector

cs.CV

cs.AI

Released Date: November 17, 2024

Authors: Ziyue Zeng¹, Haoyuan Liu¹, Dingjie Peng¹, Luoxu Jing, Hiroshi Watanabe¹

Aff.: ¹Waseda University

Arxiv: http://arxiv.org/abs/2411.11016v1

Refer to caption

Method	Testing Subset		Avg ACC.(%)
Method	Diff.-based	BigGAN	Avg ACC.(%)
GramNet[39]	65.0	62.4	63.7
DIRE[18]	67.9	55.6	61.8
LaRE²[19]	78.8	72.4	75.6
TSG ( $t=50$ )	87.5	90.8	89.2
TSG ( $t=0$ )	94.1	95.6	94.9