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Jia-Wei Chen

2 accepted papers

2022

DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis

CVPR 2022oral

Despite an increased demand for valuable data, the privacy concerns associated with sensitive datasets present a barrier to data sharing. One may use differentially private generative models to generate synthetic data. Unfortunately, generators are typically restricted to generating images of low-re…

Cited by 28PDFcodeScholar
2021

Perceptual Indistinguishability-Net (PI-Net): Facial Image Obfuscation With Manipulable Semantics

CVPR 2021poster

With the growing use of camera devices, the industry has many image datasets that provide more opportunities for collaboration between the machine learning community and industry. However, the sensitive information in the datasets discourages data owners from releasing these datasets. Despite recent…

Cited by 51PDFcodeScholar