Search Results for author: Mengjia Yan

Found 3 papers, 1 papers with code

VarGFaceNet: An Efficient Variable Group Convolutional Neural Network for Lightweight Face Recognition

3 code implementations11 Oct 2019 Mengjia Yan, Mengao Zhao, Zining Xu, Qian Zhang, Guoli Wang, Zhizhong Su

To improve the discriminative and generalization ability of lightweight network for face recognition, we propose an efficient variable group convolutional network called VarGFaceNet.

Face Detection Face Identification +2

Cache Telepathy: Leveraging Shared Resource Attacks to Learn DNN Architectures

no code implementations14 Aug 2018 Mengjia Yan, Christopher Fletcher, Josep Torrellas

A DNN's architecture (i. e., its hyper-parameters) broadly determines the DNN's accuracy and performance, and is often confidential.

UCNN: Exploiting Computational Reuse in Deep Neural Networks via Weight Repetition

no code implementations18 Apr 2018 Kartik Hegde, Jiyong Yu, Rohit Agrawal, Mengjia Yan, Michael Pellauer, Christopher W. Fletcher

This paper studies how weight repetition ---when the same weight occurs multiple times in or across weight vectors--- can be exploited to save energy and improve performance during CNN inference.

Scene Generation

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