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MonoIndoor: Towards Good Practice of Self-Supervised Monocular Depth Estimation for Indoor Environments


Jul 28, 2021
Pan Ji, Runze Li, Bir Bhanu, Yi Xu

* ICCV 2021 

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Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE


Jul 02, 2021
Junya Chen, Zhe Gan, Xuan Li, Qing Guo, Liqun Chen, Shuyang Gao, Tagyoung Chung, Yi Xu, Belinda Zeng, Wenlian Lu, Fan Li, Lawrence Carin, Chenyang Tao


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Adapting Stepsizes by Momentumized Gradients Improves Optimization and Generalization


Jun 22, 2021
Yizhou Wang, Yue Kang, Can Qin, Yi Xu, Huan Wang, Yulun Zhang, Yun Fu

* 40 pages, 27 figures 

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Effective Model Sparsification by Scheduled Grow-and-Prune Methods


Jun 18, 2021
Xiaolong Ma, Minghai Qin, Fei Sun, Zejiang Hou, Kun Yuan, Yi Xu, Yanzhi Wang, Yen-Kuang Chen, Rong Jin, Yuan Xie


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Dialogue-oriented Pre-training


Jun 01, 2021
Yi Xu, Hai Zhao


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Boosting the Performance of Video Compression Artifact Reduction with Reference Frame Proposals and Frequency Domain Information


May 31, 2021
Yi Xu, Minyi Zhao, Jing Liu, Xinjian Zhang, Longwen Gao, Shuigeng Zhou, Huyang Sun

* CPVR Workshop, NTIRE 2021 

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Dynamic Dual Sampling Module for Fine-Grained Semantic Segmentation


May 25, 2021
Chen Shi, Xiangtai Li, Yanran Wu, Yunhai Tong, Yi Xu

* accepted by ICIP-2021 

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NeLF: Practical Novel View Synthesis with Neural Light Field


May 21, 2021
Celong Liu, Zhong Li, Junsong Yuan, Yi Xu

* 14 pages, 13 figures 

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Why Does Multi-Epoch Training Help?


May 13, 2021
Yi Xu, Qi Qian, Hao Li, Rong Jin


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NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Methods and Results


May 02, 2021
Ren Yang, Radu Timofte, Jing Liu, Yi Xu, Xinjian Zhang, Minyi Zhao, Shuigeng Zhou, Kelvin C. K. Chan, Shangchen Zhou, Xiangyu Xu, Chen Change Loy, Xin Li, Fanglong Liu, He Zheng, Lielin Jiang, Qi Zhang, Dongliang He, Fu Li, Qingqing Dang, Yibin Huang, Matteo Maggioni, Zhongqian Fu, Shuai Xiao, Cheng li, Thomas Tanay, Fenglong Song, Wentao Chao, Qiang Guo, Yan Liu, Jiang Li, Xiaochao Qu, Dewang Hou, Jiayu Yang, Lyn Jiang, Di You, Zhenyu Zhang, Chong Mou, Iaroslav Koshelev, Pavel Ostyakov, Andrey Somov, Jia Hao, Xueyi Zou, Shijie Zhao, Xiaopeng Sun, Yiting Liao, Yuanzhi Zhang, Qing Wang, Gen Zhan, Mengxi Guo, Junlin Li, Ming Lu, Zhan Ma, Pablo Navarrete Michelini, Hai Wang, Yiyun Chen, Jingyu Guo, Liliang Zhang, Wenming Yang, Sijung Kim, Syehoon Oh, Yucong Wang, Minjie Cai, Wei Hao, Kangdi Shi, Liangyan Li, Jun Chen, Wei Gao, Wang Liu, Xiaoyu Zhang, Linjie Zhou, Sixin Lin, Ru Wang

* Corrected the MOS values in Table 2 

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On Stochastic Moving-Average Estimators for Non-Convex Optimization


Apr 30, 2021
Zhishuai Guo, Yi Xu, Wotao Yin, Rong Jin, Tianbao Yang


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Dance Generation with Style Embedding: Learning and Transferring Latent Representations of Dance Styles


Apr 30, 2021
Xinjian Zhang, Yi Xu, Su Yang, Longwen Gao, Huyang Sun

* Submit to IJCAI-21 

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A Theoretical Analysis of Learning with Noisily Labeled Data


Apr 08, 2021
Yi Xu, Qi Qian, Hao Li, Rong Jin


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Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity


Feb 09, 2021
Zhuoning Yuan, Zhishuai Guo, Yi Xu, Yiming Ying, Tianbao Yang

* Zhuoning and Zhishuai contributed equally to this work 

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A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks


Feb 08, 2021
Asaf Noy, Yi Xu, Yonathan Aflalo, Lihi Zelnik-Manor, Rong Jin


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On the Convergence of Deep Networks with Sample Quadratic Overparameterization


Jan 12, 2021
Asaf Noy, Yi Xu, Yonathan Aflalo, Rong Jin


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Attentional Biased Stochastic Gradient for Imbalanced Classification


Dec 13, 2020
Qi Qi, Yi Xu, Rong Jin, Wotao Yin, Tianbao Yang

* 25pages, 10 figures 

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PoP-Net: Pose over Parts Network for Multi-Person 3D Pose Estimation from a Depth Image


Dec 12, 2020
Yuliang Guo, Zhong Li, Zekun Li, Xiangyu Du, Shuxue Quan, Yi Xu


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WeMix: How to Better Utilize Data Augmentation


Oct 03, 2020
Yi Xu, Asaf Noy, Ming Lin, Qi Qian, Hao Li, Rong Jin


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Topic-Aware Multi-turn Dialogue Modeling


Sep 26, 2020
Yi Xu, Hai Zhao, Zhuosheng Zhang


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Object Detection in the Context of Mobile Augmented Reality


Aug 15, 2020
Xiang Li, Yuan Tian, Fuyao Zhang, Shuxue Quan, Yi Xu

* accepted to IEEE International Symposium on Mixed and Augmented Reality (ISMAR) 2020 

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Talking-head Generation with Rhythmic Head Motion


Jul 16, 2020
Lele Chen, Guofeng Cui, Celong Liu, Zhong Li, Ziyi Kou, Yi Xu, Chenliang Xu


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Malignancy-Aware Follow-Up Volume Prediction for Lung Nodules


Jun 24, 2020
Yamin Li, Jiancheng Yang, Yi Xu, Jingwei Xu, Xiaodan Ye, Guangyu Tao, Xueqian Xie, Guixue Liu

* MICCAI 2020, with supplementary materials 

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Towards Understanding Label Smoothing


Jun 20, 2020
Yi Xu, Yuanhong Xu, Qi Qian, Hao Li, Rong Jin


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A Practical Online Method for Distributionally Deep Robust Optimization


Jun 17, 2020
Qi Qi, Zhishuai Guo, Yi Xu, Rong Jin, Tianbao Yang

* 20 pages, 8 figures 

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Relational Learning between Multiple Pulmonary Nodules via Deep Set Attention Transformers


Apr 12, 2020
Jiancheng Yang, Haoran Deng, Xiaoyang Huang, Bingbing Ni, Yi Xu

* 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI 2020) 

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Decoupled Gradient Harmonized Detector for Partial Annotation: Application to Signet Ring Cell Detection


Apr 09, 2020
Tiancheng Lin, Yuanfan Guo, Canqian Yang, Jiancheng Yang, Yi Xu

* accepted to Neurocomputing; 1st runner up of MICCAI DigestPath2019 challenge 

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