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Published at December 9

Rendering-Refined Stable Diffusion for Privacy Compliant Synthetic Data

cs.CV

Released Date: December 9, 2024

Authors: Kartik Patwari¹, David Schneider², Xiaoxiao Sun³, Chen-Nee Chuah¹, Lingjuan Lyu¹, Vivek Sharma⁴

Aff.: ¹University of California, Davis; ²Karlsruhe Institute of Technology; ³Australian National University; ⁴Sony AI, Sony Research

Arxiv: http://arxiv.org/pdf/2412.06248v1

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Model	Emotion				Age
Model	S	R	S $\rightarrow$ R	S $+$ R	S	R	S $\rightarrow$ R	S $+$ R
ViT-Tiny	39.6	41.5	42.2	42.0	48.4	57.0	55.7	58.5
ViT-Base	36.3	41.5	45.3	44.3	48.2	58.4	58.1	59.9
Model	Gender				Ethnicity
Model	S	R	S $\rightarrow$ R	S $+$ R	S	R	S $\rightarrow$ R	S $+$ R
ViT-Tiny	52.9	60.6	65.1	63.4	68.2	77.5	77.6	77.5
ViT-Base	53.1	61.9	64.4	73.0	67.6	78.2	78.8	79.9