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ePointDA: An End-to-End Simulation-to-Real Domain Adaptation Framework for LiDAR Point Cloud Segmentation

Sep 07, 2020
Sicheng Zhao, Yezhen Wang, Bo Li, Bichen Wu, Yang Gao, Pengfei Xu, Trevor Darrell, Kurt Keutzer


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Emotion-Based End-to-End Matching Between Image and Music in Valence-Arousal Space

Aug 22, 2020
Sicheng Zhao, Yaxian Li, Xingxu Yao, Weizhi Nie, Pengfei Xu, Jufeng Yang, Kurt Keutzer

* Accepted by ACM Multimedia 2020 

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Rethinking Distributional Matching Based Domain Adaptation

Jul 03, 2020
Bo Li, Yezhen Wang, Tong Che, Shanghang Zhang, Sicheng Zhao, Pengfei Xu, Wei Zhou, Yoshua Bengio, Kurt Keutzer

* Preprint version 

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TIMELY: Pushing Data Movements and Interfaces in PIM Accelerators Towards Local and in Time Domain

May 03, 2020
Weitao Li, Pengfei Xu, Yang Zhao, Haitong Li, Yuan Xie, Yingyan Lin

* Accepted by 47th International Symposium on Computer Architecture (ISCA'2020) 

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Multi-source Domain Adaptation in the Deep Learning Era: A Systematic Survey

Feb 26, 2020
Sicheng Zhao, Bo Li, Colorado Reed, Pengfei Xu, Kurt Keutzer


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DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures

Feb 26, 2020
Yang Zhao, Chaojian Li, Yue Wang, Pengfei Xu, Yongan Zhang, Yingyan Lin

* Accepted by 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP'2020) 

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MADAN: Multi-source Adversarial Domain Aggregation Network for Domain Adaptation

Feb 19, 2020
Sicheng Zhao, Bo Li, Xiangyu Yue, Pengfei Xu, Kurt Keutzer

* Extension of our previous NeurIPS 2019 paper arXiv:1910.12181 on multi-source domain adaptation 

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An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos

Feb 12, 2020
Sicheng Zhao, Yunsheng Ma, Yang Gu, Jufeng Yang, Tengfei Xing, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by AAAI 2020 

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AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs

Jan 06, 2020
Pengfei Xu, Xiaofan Zhang, Cong Hao, Yang Zhao, Yongan Zhang, Yue Wang, Chaojian Li, Zetong Guan, Deming Chen, Yingyan Lin

* Accepted by 28th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA'2020) 

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Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference

Jan 03, 2020
Jianghao Shen, Yonggan Fu, Yue Wang, Pengfei Xu, Zhangyang Wang, Yingyan Lin


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E2-Train: Training State-of-the-art CNNs with Over 80% Energy Savings

Dec 06, 2019
Yue Wang, Ziyu Jiang, Xiaohan Chen, Pengfei Xu, Yang Zhao, Yingyan Lin, Zhangyang Wang


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Multi-source Distilling Domain Adaptation

Nov 22, 2019
Sicheng Zhao, Guangzhi Wang, Shanghang Zhang, Yang Gu, Yaxian Li, Zhichao Song, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by AAAI 2020 

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E2-Train: Training State-of-the-art CNNs with Over 80% Less Energy

Nov 06, 2019
Yue Wang, Ziyu Jiang, Xiaohan Chen, Pengfei Xu, Yang Zhao, Yingyan Lin, Zhangyang Wang


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E2-Train: Energy-Efficient Deep Network Training with Data-, Model-, and Algorithm-Level Saving

Oct 29, 2019
Yue Wang, Ziyu Jiang, Xiaohan Chen, Pengfei Xu, Yang Zhao, Yingyan Lin, Zhangyang Wang


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Multi-source Domain Adaptation for Semantic Segmentation

Oct 27, 2019
Sicheng Zhao, Bo Li, Xiangyu Yue, Yang Gu, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by NeurIPS 2019 

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Drawing early-bird tickets: Towards more efficient training of deep networks

Sep 26, 2019
Haoran You, Chaojian Li, Pengfei Xu, Yonggan Fu, Yue Wang, Xiaohan Chen, Yingyan Lin, Zhangyang Wang, Richard G. Baraniuk


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ROAM: Recurrently Optimizing Tracking Model

Jul 31, 2019
Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, Antoni B. Chan


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Dual Dynamic Inference: Enabling More Efficient, Adaptive and Controllable Deep Inference

Jul 17, 2019
Yue Wang, Jianghao Shen, Ting-Kuei Hu, Pengfei Xu, Tan Nguyen, Richard Baraniuk, Zhangyang Wang, Yingyan Lin


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Performance Evaluation of Deep Learning Tools in Docker Containers

Nov 09, 2017
Pengfei Xu, Shaohuai Shi, Xiaowen Chu

* Conference: BIgCom2017, 9 pages 

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Benchmarking State-of-the-Art Deep Learning Software Tools

Feb 17, 2017
Shaohuai Shi, Qiang Wang, Pengfei Xu, Xiaowen Chu

* Revision history: 1. Revise ResNet-50 configuration in MXNet. 2. Add faster implementation of ResNet-56 in TensorFlow with multiple GPUs 

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