notesum.ai

Published at November 27

Training Data Synthesis with Difficulty Controlled Diffusion Model

cs.CV

Released Date: November 27, 2024

Authors: Zerun Wang¹, Jiafeng Mao¹, Xueting Wang¹, Toshihiko Yamasaki²

Aff.: ¹CyberAgent; ²The University of Tokyo

Arxiv: http://arxiv.org/abs/2411.18109v1

Refer to caption

Method	Dataset
Method	ImageNette [12]	CUB [43]	Cars [19]	PET [29]	EuroSAT [9]
Real only	$93.0$	$81.9$	$89.6$	$93.2$	$97.6$
Real-Fake [45]	$95.1(+2.1)$	$83.5(+1.6)$	$90.3(+0.7)$	$94.0(+0.8)$	-
Ours	$\bm{95.4(+2.4)}$	$\bm{85.3(+3.4)}$	$\bm{92.8(+3.2)}$	$\bm{94.1(+0.9)}$	$\bm{98.4(+0.8)}$