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Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization

Jul 01, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu

* Detailed extension (journal) of the Single-Path NAS ECMLPKDD'19 paper (arXiv:1904.02877) 

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ViP: Virtual Pooling for Accelerating CNN-based Image Classification and Object Detection

Jun 19, 2019
Zhuo Chen, Jiyuan Zhang, Ruizhou Ding, Diana Marculescu


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Single-Path NAS: Device-Aware Efficient ConvNet Design

May 10, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu

* ODML-CDNNR 2019 (ICML'19 workshop) oral presentation (extended abstract, required non-archival version). Full paper: arXiv:1904.02877 

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LeGR: Filter Pruning via Learned Global Ranking

Apr 28, 2019
Ting-Wu Chin, Ruizhou Ding, Cha Zhang, Diana Marculescu

* 8 pages, 5 figures, 2 tables 

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Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours

Apr 05, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu


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FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference

Apr 05, 2019
Ruizhou Ding, Zeye Liu, Ting-Wu Chin, Diana Marculescu, R. D., Blanton


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Regularizing Activation Distribution for Training Binarized Deep Networks

Apr 04, 2019
Ruizhou Ding, Ting-Wu Chin, Zeye Liu, Diana Marculescu


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AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling

Feb 08, 2019
Ting-Wu Chin, Ruizhou Ding, Diana Marculescu

* Accepted to SysML 2019 (http://www.sysml.cc/) as oral contribution 

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Understanding the Impact of Label Granularity on CNN-based Image Classification

Jan 21, 2019
Zhuo Chen, Ruizhou Ding, Ting-Wu Chin, Diana Marculescu

* 10 pages. Accepted at DSBDA with ICDM 

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LightNN: Filling the Gap between Conventional Deep Neural Networks and Binarized Networks

Dec 02, 2017
Ruizhou Ding, Zeye Liu, Rongye Shi, Diana Marculescu, R. D. Blanton


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