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Lightweight Image Super-Resolution with Hierarchical and Differentiable Neural Architecture Search


May 09, 2021
Han Huang, Li Shen, Chaoyang He, Weisheng Dong, Haozhi Huang, Guangming Shi


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Federated Traffic Synthesizing and Classification Using Generative Adversarial Networks


Apr 21, 2021
Chenxin Xu, Rong Xia, Yong Xiao, Yingyu Li, Guangming Shi, Kwang-cheng Chen


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PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network


Apr 12, 2021
Pengfei Wang, Chengquan Zhang, Fei Qi, Shanshan Liu, Xiaoqiang Zhang, Pengyuan Lyu, Junyu Han, Jingtuo Liu, Errui Ding, Guangming Shi

* 10 pages, 8 figures, AAAI 2021 

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Searching Efficient Model-guided Deep Network for Image Denoising


Apr 06, 2021
Qian Ning, Weisheng Dong, Xin Li, Jinjian Wu, Leida Li, Guangming Shi

* 15 pages 

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Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging


Mar 30, 2021
Tao Huang, Weisheng Dong, Xin Yuan, Jinjian Wu, Guangming Shi

* 10 pages, 8 figures, CVPR 2021 

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Optical Flow Estimation via Motion Feature Recovery


Jan 16, 2021
Yang Jiao, Guangming Shi, Trac D. Tran

* 5 pages 

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Temporal Graph Modeling for Skeleton-based Action Recognition


Dec 16, 2020
Jianan Li, Xuemei Xie, Zhifu Zhao, Yuhan Cao, Qingzhe Pan, Guangming Shi


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Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks


Nov 25, 2020
Yong Xiao, Yingyu Li, Guangming Shi, H. Vincent Poor

* Accepted at International Conference on Wireless Communications and Signal Processing (WCSP), Nanjing, China, October 2020 

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2D+3D Facial Expression Recognition via Discriminative Dynamic Range Enhancement and Multi-Scale Learning


Nov 16, 2020
Yang Jiao, Yi Niu, Trac D. Tran, Guangming Shi


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EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation


Nov 16, 2020
Yang Jiao, Guangming Shi, Trac D. Tran


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Towards Self-learning Edge Intelligence in 6G


Oct 01, 2020
Yong Xiao, Guangming Shi, Yingyu Li, Walid Saad, H. Vincent Poor

* To be published at IEEE Communications Magazine, vol. 58, no. 12, December 2020 

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A Novel Transferability Attention Neural Network Model for EEG Emotion Recognition


Sep 21, 2020
Yang Li, Boxun Fu, Fu Li, Guangming Shi, Wenming Zheng


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Accurate and Lightweight Image Super-Resolution with Model-Guided Deep Unfolding Network


Sep 14, 2020
Qian Ning, Weisheng Dong, Guangming Shi, Leida Li, Xin Li


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Towards Ubiquitous AI in 6G with Federated Learning


Apr 26, 2020
Yong Xiao, Guangming Shi, Marwan Krunz

* Submitted to IEEE Communication Magazine 

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MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment


Apr 11, 2020
Hancheng Zhu, Leida Li, Jinjian Wu, Weisheng Dong, Guangming Shi


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A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning


Aug 15, 2019
Pengfei Wang, Chengquan Zhang, Fei Qi, Zuming Huang, Mengyi En, Junyu Han, Jingtuo Liu, Errui Ding, Guangming Shi

* In Proceedings of the 27th ACM International Conference on Multimedia (MM '19), October 21-25, 2019, Nice, France 
* 9 pages, 6 figures, 7 tables, To appear in ACM Multimedia 2019 

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Knowledge-guided Semantic Computing Network


Sep 29, 2018
Guangming Shi, Zhongqiang Zhang, Dahua Gao, Xuemei Xie, Yihao Feng, Xinrui Ma, Danhua Liu

* 13 pages, 13 figures 

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Perceptual Compressive Sensing


Aug 27, 2018
Jiang Du, Xuemei Xie, Chenye Wang, Guangming Shi

* Accepted by The First Chinese Conference on Pattern Recognition and Computer Vision (PRCV 2018). This is a pre-print version (not final version) 

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Learning Hybrid Sparsity Prior for Image Restoration: Where Deep Learning Meets Sparse Coding


Jul 18, 2018
Weisheng Dong, Zhangxi Yan, Xin Li, Guangming Shi


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Fully Convolutional Measurement Network for Compressive Sensing Image Reconstruction


May 29, 2018
Jiang Du, Xuemei Xie, Chenye Wang, Guangming Shi, Xun Xu, Yuxiang Wang

* Accepted by neurocomputing in 2018 

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Joint Demosaicing and Denoising with Perceptual Optimization on a Generative Adversarial Network


Feb 13, 2018
Weishong Dong, Ming Yuan, Xin Li, Guangming Shi


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Full Image Recover for Block-Based Compressive Sensing


Feb 01, 2018
Xuemei Xie, Chenye Wang, Jiang Du, Guangming Shi

* ICME 2018 submission # 1536 

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ConvCSNet: A Convolutional Compressive Sensing Framework Based on Deep Learning


Jan 31, 2018
Xiaotong Lu, Weisheng Dong, Peiyao Wang, Guangming Shi, Xuemei Xie


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Denoising Prior Driven Deep Neural Network for Image Restoration


Jan 21, 2018
Weisheng Dong, Peiyao Wang, Wotao Yin, Guangming Shi, Fangfang Wu, Xiaotong Lu


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Feature-Fused SSD: Fast Detection for Small Objects


Oct 18, 2017
Guimei Cao, Xuemei Xie, Wenzhe Yang, Quan Liao, Guangming Shi, Jinjian Wu

* Artificial Intelligence;8 pages,8 figures 

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Real-Time Illegal Parking Detection System Based on Deep Learning


Oct 05, 2017
Xuemei Xie, Chenye Wang, Shu Chen, Guangming Shi, Zhifu Zhao

* 5pages,6figures 

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Adaptive Measurement Network for CS Image Reconstruction


Sep 23, 2017
Xuemei Xie, Yuxiang Wang, Guangming Shi, Chenye Wang, Jiang Du, Zhifu Zhao

* 11pages,8figures 

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Image Deblurring and Super-resolution by Adaptive Sparse Domain Selection and Adaptive Regularization


Dec 06, 2010
Weisheng Dong, Lei Zhang, Guangming Shi, Xiaolin Wu

* 35 pages. This paper is under review in IEEE TIP 

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