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Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution


Aug 31, 2021
Junjun Jiang, Chenyang Wang, Kui Jiang, Xianming Liu, Jiayi Ma

* 12 pages, 10 figures 

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Learning with Noisy Labels via Sparse Regularization


Jul 31, 2021
Xiong Zhou, Xianming Liu, Chenyang Wang, Deming Zhai, Junjun Jiang, Xiangyang Ji

* ICCV 2021 

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Asymmetric Loss Functions for Learning with Noisy Labels


Jun 06, 2021
Xiong Zhou, Xianming Liu, Junjun Jiang, Xin Gao, Xiangyang Ji

* ICML 2021 

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BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring


May 31, 2021
Pengwei Liang, Junjun Jiang, Xianming Liu, Jiayi Ma

* 11 pages, 8 figures 

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Fast and Accurate Single-Image Depth Estimation on Mobile Devices, Mobile AI 2021 Challenge: Report


May 17, 2021
Andrey Ignatov, Grigory Malivenko, David Plowman, Samarth Shukla, Radu Timofte, Ziyu Zhang, Yicheng Wang, Zilong Huang, Guozhong Luo, Gang Yu, Bin Fu, Yiran Wang, Xingyi Li, Min Shi, Ke Xian, Zhiguo Cao, Jin-Hua Du, Pei-Lin Wu, Chao Ge, Jiaoyang Yao, Fangwen Tu, Bo Li, Jung Eun Yoo, Kwanggyoon Seo, Jialei Xu, Zhenyu Li, Xianming Liu, Junjun Jiang, Wei-Chi Chen, Shayan Joya, Huanhuan Fan, Zhaobing Kang, Ang Li, Tianpeng Feng, Yang Liu, Chuannan Sheng, Jian Yin, Fausto T. Benavide

* Mobile AI 2021 Workshop and Challenges: https://ai-benchmark.com/workshops/mai/2021/. arXiv admin note: text overlap with arXiv:2105.07809 

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High-resolution Depth Maps Imaging via Attention-based Hierarchical Multi-modal Fusion


Apr 13, 2021
Zhiwei Zhong, Xianming Liu, Junjun Jiang, Debin Zhao, Zhiwen Chen, Xiangyang Ji


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Learning Scalable $\ell_\infty$-constrained Near-lossless Image Compression via Joint Lossy Image and Residual Compression


Mar 31, 2021
Yuanchao Bai, Xianming Liu, Wangmeng Zuo, Yaowei Wang, Xiangyang Ji

* Accepted by CVPR 2021; Code: https://github.com/BYchao100/Scalable-Near-lossless-Image-Compression 

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Deep Learning-based Face Super-resolution: A Survey


Jan 11, 2021
Junjun Jiang, Chenyang Wang, Xianming Liu, Jiayi Ma

* 40 pages, 13 figures 

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Unsupervised Constrative Person Re-identification


Oct 15, 2020
Bo Pang, Deming Zhai, Junjun Jiang, Xianming Liu


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AutoPose: Searching Multi-Scale Branch Aggregation for Pose Estimation


Aug 16, 2020
Xinyu Gong, Wuyang Chen, Yifan Jiang, Ye Yuan, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang


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Graph Signal Processing for Geometric Data and Beyond: Theory and Applications


Aug 05, 2020
Wei Hu, Jiahao Pang, Xianming Liu, Dong Tian, Chia-Wen Lin, Anthony Vetro

* 16 pages, 6 figures 

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Single Image Deraining via Scale-space Invariant Attention Neural Network


Jun 11, 2020
Bo Pang, Deming Zhai, Junjun Jiang, Xianming Liu


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Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery


May 24, 2020
Junjun Jiang, He Sun, Xianming Liu, Jiayi Ma

* Accepted for publication at IEEE Transactions on Computational Imaging 

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Rectified Meta-Learning from Noisy Labels for Robust Image-based Plant Disease Diagnosis


Mar 18, 2020
Ruifeng Shi, Deming Zhai, Xianming Liu, Junjun Jiang, Wen Gao


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Rapid Whole Slide Imaging via Learning-based Two-shot Virtual Autofocusing


Mar 14, 2020
Qiang Li, Xianming Liu, Kaige Han, Cheng Guo, Xiangyang Ji, Xiaolin Wu


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ADRN: Attention-based Deep Residual Network for Hyperspectral Image Denoising


Mar 04, 2020
Yongsen Zhao, Deming Zhai, Junjun Jiang, Xianming Liu


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FasterSeg: Searching for Faster Real-time Semantic Segmentation


Jan 16, 2020
Wuyang Chen, Xinyu Gong, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang

* ICLR 2020 accepted 

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Real Time Visual Tracking using Spatial-Aware Temporal Aggregation Network


Aug 02, 2019
Tao Hu, Lichao Huang, Xianming Liu, Han Shen


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Depth Restoration: A fast low-rank matrix completion via dual-graph regularization


Jul 05, 2019
Wenxiang Zuo, Qiang Li, Xianming Liu


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Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior


Jun 11, 2019
Yuanchao Bai, Huizhu Jia, Ming Jiang, Xianming Liu, Xiaodong Xie, Wen Gao

* To appear in IEEE Transactions on Circuits and Systems for Video Technology, 2019; Image downsampling makes a good prior for fast blind image deblurring 

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Hyperspectral Image Classification in the Presence of Noisy Labels


Sep 12, 2018
Junjun Jiang, Jiayi Ma, Zheng Wang, Chen Chen, Xianming Liu

* Accepted by IEEE TGRS 

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Connecting Image Denoising and High-Level Vision Tasks via Deep Learning


Sep 06, 2018
Ding Liu, Bihan Wen, Jianbo Jiao, Xianming Liu, Zhangyang Wang, Thomas S. Huang

* arXiv admin note: text overlap with arXiv:1706.04284 

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When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach


Apr 16, 2018
Ding Liu, Bihan Wen, Xianming Liu, Zhangyang Wang, Thomas S. Huang

* the 27th International Joint Conference on Artificial Intelligence (2018) 

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Graph-Based Blind Image Deblurring From a Single Photograph


Feb 22, 2018
Yuanchao Bai, Gene Cheung, Xianming Liu, Wen Gao


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Blind Image Deblurring via Reweighted Graph Total Variation


Dec 24, 2017
Yuanchao Bai, Gene Cheung, Xianming Liu, Wen Gao

* 5 pages, submitted to IEEE International Conference on Acoustics, Speech and Signal Processing, Calgary, Alberta, Canada, April, 2018 

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Mapping the world population one building at a time


Dec 15, 2017
Tobias G. Tiecke, Xianming Liu, Amy Zhang, Andreas Gros, Nan Li, Gregory Yetman, Talip Kilic, Siobhan Murray, Brian Blankespoor, Espen B. Prydz, Hai-Anh H. Dang


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Building Detection from Satellite Images on a Global Scale


Jul 27, 2017
Amy Zhang, Xianming Liu, Andreas Gros, Tobias Tiecke


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