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Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting


Dec 21, 2021
Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie


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Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks


Dec 20, 2021
Fei Sun, Minghai Qin, Tianyun Zhang, Xiaolong Ma, Haoran Li, Junwen Luo, Zihao Zhao, Yen-Kuang Chen, Yuan Xie


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Effective Model Sparsification by Scheduled Grow-and-Prune Methods


Jun 18, 2021
Xiaolong Ma, Minghai Qin, Fei Sun, Zejiang Hou, Kun Yuan, Yi Xu, Yanzhi Wang, Yen-Kuang Chen, Rong Jin, Yuan Xie


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Computation on Sparse Neural Networks: an Inspiration for Future Hardware


Apr 24, 2020
Fei Sun, Minghai Qin, Tianyun Zhang, Liu Liu, Yen-Kuang Chen, Yuan Xie

* 9 pages, 3 figures 

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A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods


Apr 12, 2020
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang


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Learning in the Frequency Domain


Mar 12, 2020
Kai Xu, Minghai Qin, Fei Sun, Yuhao Wang, Yen-Kuang Chen, Fengbo Ren

* Accepted to CVPR 2020; https://github.com/calmevtime/DCTNet 

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Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions


Dec 31, 2018
Caleb Tung, Matthew R. Kelleher, Ryan J. Schlueter, Binhan Xu, Yung-Hsiang Lu, George K. Thiruvathukal, Yen-Kuang Chen, Yang Lu

* Submitted to MIPR 2019 (Accepted) 

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