Sub-Optimal Local Minima Exist for Almost All Over-parameterized Neural Networks

Nov 04, 2019
Tian Ding, Dawei Li, Ruoyu Sun

* 31 pages. An early version was submitted to Optimization Online on October 4 

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Customized OCT images compression scheme with deep neural network

Aug 27, 2019
Pengfei Guo, Dawei Li, Xingde Li

* One of author disagrees to release this paper at Arxiv 

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An overlapping-free leaf segmentation method for plant point clouds

Aug 12, 2019
Dawei Li, Yan Cao, Guoliang Shi, Xin Cai, Yang Chen, Sifan Wang, Siyuan Yan

* 24 Pages, 18 Figures, 7 Tables. Intends to submit to an open-access journal 

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An Integrated Image Filter for Enhancing Change Detection Results

Jul 02, 2019
Dawei Li, Siyuan Yan, Xin Cai, Yan Cao, Sifan Wang


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Class-incremental Learning via Deep Model Consolidation

Mar 28, 2019
Junting Zhang, Jie Zhang, Shalini Ghosh, Dawei Li, Serafettin Tasci, Larry Heck, Heming Zhang, C. -C. Jay Kuo


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Efficient Incremental Learning for Mobile Object Detection

Mar 26, 2019
Dawei Li, Serafettin Tasci, Shalini Ghosh, Jingwen Zhu, Junting Zhang, Larry Heck


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Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML

Mar 20, 2019
Jie Zhang, Junting Zhang, Shalini Ghosh, Dawei Li, Jingwen Zhu, Heming Zhang, Yalin Wang

* 9 pages, 6 figures 

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MICIK: MIning Cross-Layer Inherent Similarity Knowledge for Deep Model Compression

Feb 03, 2019
Jie Zhang, Xiaolong Wang, Dawei Li, Shalini Ghosh, Abhishek Kolagunda, Yalin Wang

* 10 pages, 4 figures 

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Over-Parameterized Deep Neural Networks Have No Strict Local Minima For Any Continuous Activations

Dec 28, 2018
Dawei Li, Tian Ding, Ruoyu Sun

* An earlier version appeared in Optimization Online on Nov 22, 2018 

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Dynamically Hierarchy Revolution: DirNet for Compressing Recurrent Neural Network on Mobile Devices

Jun 08, 2018
Jie Zhang, Xiaolong Wang, Dawei Li, Yalin Wang

* Accepted by IJCAI-ECAI 2018 

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Boundary-sensitive Network for Portrait Segmentation

Apr 09, 2018
Xianzhi Du, Xiaolong Wang, Dawei Li, Jingwen Zhu, Serafettin Tasci, Cameron Upright, Stephen Walsh, Larry Davis

* 8 pages 

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LCANet: End-to-End Lipreading with Cascaded Attention-CTC

Mar 13, 2018
Kai Xu, Dawei Li, Nick Cassimatis, Xiaolong Wang

* FG 2018 

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DeepRebirth: Accelerating Deep Neural Network Execution on Mobile Devices

Jan 10, 2018
Dawei Li, Xiaolong Wang, Deguang Kong

* AAAI 2018 

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