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Multi-Source Domain Adaptation for Object Detection


Jun 30, 2021
Xingxu Yao, Sicheng Zhao, Pengfei Xu, Jufeng Yang


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2nd Place Solution for Waymo Open Dataset Challenge -- Real-time 2D Object Detection


Jun 16, 2021
Yueming Zhang, Xiaolin Song, Bing Bai, Tengfei Xing, Chao Liu, Xin Gao, Zhihui Wang, Yawei Wen, Haojin Liao, Guoshan Zhang, Pengfei Xu


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Scene Graphs: A Survey of Generations and Applications


Mar 17, 2021
Xiaojun Chang, Pengzhen Ren, Pengfei Xu, Zhihui Li, Xiaojiang Chen, Alex Hauptmann

* 21 pages 

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Communication-efficient Byzantine-robust distributed learning with statistical guarantee


Feb 28, 2021
Xingcai Zhou, Le Chang, Pengfei Xu, Shaogao Lv

* 34 pages 

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SmartDeal: Re-Modeling Deep Network Weights for Efficient Inference and Training


Jan 04, 2021
Xiaohan Chen, Yang Zhao, Yue Wang, Pengfei Xu, Haoran You, Chaojian Li, Yonggan Fu, Yingyan Lin, Zhangyang Wang

* arXiv admin note: substantial text overlap with arXiv:2005.03403 

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Emotional Semantics-Preserved and Feature-Aligned CycleGAN for Visual Emotion Adaptation


Nov 25, 2020
Sicheng Zhao, Xuanbai Chen, Xiangyu Yue, Chuang Lin, Pengfei Xu, Ravi Krishna, Jufeng Yang, Guiguang Ding, Alberto L. Sangiovanni-Vincentelli, Kurt Keutzer


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Curriculum CycleGAN for Textual Sentiment Domain Adaptation with Multiple Sources


Nov 17, 2020
Sicheng Zhao, Yang Xiao, Jiang Guo, Xiangyu Yue, Jufeng Yang, Ravi Krishna, Pengfei Xu, Kurt Keutzer


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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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