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Computational Emotion Analysis From Images: Recent Advances and Future Directions


Mar 19, 2021
Sicheng Zhao, Quanwei Huang, Youbao Tang, Xingxu Yao, Jufeng Yang, Guiguang Ding, Björn W. Schuller

* Accepted chapter in the book "Human Perception of Visual Information Psychological and Computational Perspective" 

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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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A Review of Single-Source Deep Unsupervised Visual Domain Adaptation


Sep 19, 2020
Sicheng Zhao, Xiangyu Yue, Shanghang Zhang, Bo Li, Han Zhao, Bichen Wu, Ravi Krishna, Joseph E. Gonzalez, Alberto L. Sangiovanni-Vincentelli, Sanjit A. Seshia, 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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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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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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Multi-source Domain Adaptation for Visual Sentiment Classification


Jan 12, 2020
Chuang Lin, Sicheng Zhao, Lei Meng, Tat-Seng Chua

* Accepted by AAAI2020 

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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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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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Sketch-Specific Data Augmentation for Freehand Sketch Recognition


Oct 14, 2019
Ying Zheng, Hongxun Yao, Xiaoshuai Sun, Shengping Zhang, Sicheng Zhao, Fatih Porikli


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Affective Computing for Large-Scale Heterogeneous Multimedia Data: A Survey


Oct 03, 2019
Sicheng Zhao, Shangfei Wang, Mohammad Soleymani, Dhiraj Joshi, Qiang Ji

* Accepted by ACM TOMM 

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PDANet: Polarity-consistent Deep Attention Network for Fine-grained Visual Emotion Regression


Sep 11, 2019
Sicheng Zhao, Zizhou Jia, Hui Chen, Leida Li, Guiguang Ding, Kurt Keutzer

* Accepted by ACM Multimedia 2019 

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Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data


Sep 02, 2019
Xiangyu Yue, Yang Zhang, Sicheng Zhao, Alberto Sangiovanni-Vincentelli, Kurt Keutzer, Boqing Gong


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A Neural Multi-Task Learning Framework to Jointly Model Medical Named Entity Recognition and Normalization


Dec 14, 2018
Sendong Zhao, Ting Liu, Sicheng Zhao, Fei Wang

* AAAI-2019 

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A Novel Domain Adaptation Framework for Medical Image Segmentation


Oct 11, 2018
Amir Gholami, Shashank Subramanian, Varun Shenoy, Naveen Himthani, Xiangyu Yue, Sicheng Zhao, Peter Jin, George Biros, Kurt Keutzer


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SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud


Sep 22, 2018
Bichen Wu, Xuanyu Zhou, Sicheng Zhao, Xiangyu Yue, Kurt Keutzer

* Bichen Wu, Xuanyu Zhou, and Sicheng Zhao contributed equally to this paper 

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SqueezeNext: Hardware-Aware Neural Network Design


Aug 27, 2018
Amir Gholami, Kiseok Kwon, Bichen Wu, Zizheng Tai, Xiangyu Yue, Peter Jin, Sicheng Zhao, Kurt Keutzer

* 12 Pages 

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Unsupervised Domain Adaptation: from Simulation Engine to the RealWorld


Mar 24, 2018
Sicheng Zhao, Bichen Wu, Joseph Gonzalez, Sanjit A. Seshia, Kurt Keutzer


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Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions


Dec 03, 2017
Bichen Wu, Alvin Wan, Xiangyu Yue, Peter Jin, Sicheng Zhao, Noah Golmant, Amir Gholaminejad, Joseph Gonzalez, Kurt Keutzer

* Source code will be released afterwards 

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