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A Sequential Modelling Approach for Indoor Temperature Prediction and Heating Control in Smart Buildings

Sep 21, 2020
Yongchao Huang, Hugh Miles, Pengfei Zhang


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Colorectal Polyp Segmentation by U-Net with Dilation Convolution

Dec 26, 2019
Xinzi Sun, Pengfei Zhang, Dechun Wang, Yu Cao, Benyuan Liu

* 8 pages. ICMLA (International Conference on Machine Learning and Applications) 

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AFP-Net: Realtime Anchor-Free Polyp Detection in Colonoscopy

Sep 26, 2019
Dechun Wang, Ning Zhang, Xinzi Sun, Pengfei Zhang, Chenxi Zhang, Yu Cao, Benyuan Liu


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Information Scrambling in Quantum Neural Networks

Sep 26, 2019
Huitao Shen, Pengfei Zhang, Yi-Zhuang You, Hui Zhai

* 6 pages, 4 figures 

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EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks

Sep 03, 2019
Pengfei Zhang, Jianru Xue, Cuiling Lan, Wenjun Zeng, Zhanning Gao, Nanning Zheng

* IEEE Transactions on Image Processing (Accept). arXiv admin note: substantial text overlap with arXiv:1807.04445 

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3D Anchor-Free Lesion Detector on Computed Tomography Scans

Aug 29, 2019
Ning Zhang, Dechun Wang, Xinzi Sun, Pengfei Zhang, Chenxi Zhang, Yu Cao, Benyuan Liu


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Multi-Stream Single Shot Spatial-Temporal Action Detection

Aug 22, 2019
Pengfei Zhang, Yu Cao, Benyuan Liu

* 26th IEEE International Conference on Image Processing (ICIP 2019) 

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Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition

Apr 02, 2019
Pengfei Zhang, Cuiling Lan, Wenjun Zeng, Jianru Xue, Nanning Zheng


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SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory Prediction

Mar 07, 2019
Pu Zhang, Wanli Ouyang, Pengfei Zhang, Jianru Xue, Nanning Zheng

* Accepted by CVPR2019 

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Unsupervised Learning-based Depth Estimation aided Visual SLAM Approach

Jan 22, 2019
Mingyang Geng, Suning Shang, Bo Ding, Huaimin Wang, Pengfei Zhang, Lei Zhang

* 27 pages 

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Bayesian deep neural networks for low-cost neurophysiological markers of Alzheimer's disease severity

Dec 13, 2018
Wolfgang Fruehwirt, Adam D. Cobb, Martin Mairhofer, Leonard Weydemann, Heinrich Garn, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Markus Waser, Dieter Grossegger, Pengfei Zhang, Georg Dorffner, Stephen Roberts

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216 

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Attention Boosted Sequential Inference Model

Dec 06, 2018
Guanyu Li, Pengfei Zhang, Caiyan Jia


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Adding Attentiveness to the Neurons in Recurrent Neural Networks

Jul 12, 2018
Pengfei Zhang, Jianru Xue, Cuiling Lan, Wenjun Zeng, Zhanning Gao, Nanning Zheng

* ECCV2018 

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Deep Learning Topological Invariants of Band Insulators

Jun 09, 2018
Ning Sun, Jinmin Yi, Pengfei Zhang, Huitao Shen, Hui Zhai

* Phys. Rev. B 98, 085402 (2018) 
* 8 pages, 5 figures 

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View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition

Apr 20, 2018
Pengfei Zhang, Cuiling Lan, Junliang Xing, Wenjun Zeng, Jianru Xue, Nanning Zheng


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Visualizing Neural Network Developing Perturbation Theory

Mar 08, 2018
Yadong Wu, Pengfei Zhang, Huitao Shen, Hui Zhai

* Phys. Rev. A 98, 010701 (2018) 
* 5 pages, 4 figures 

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Machine Learning Topological Invariants with Neural Networks

Jan 19, 2018
Pengfei Zhang, Huitao Shen, Hui Zhai

* Phys. Rev. Lett. 120, 066401 (2018) 
* 6 pages, 4 figures and 1 table + 2 pages of supplemental material 

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Sensor Selection and Random Field Reconstruction for Robust and Cost-effective Heterogeneous Weather Sensor Networks for the Developing World

Nov 23, 2017
Pengfei Zhang, Ido Nevat, Gareth W. Peters, Wolfgang Fruehwirt, Yongchao Huang, Ivonne Anders, Michael Osborne

* Presented at NIPS 2017 Workshop on Machine Learning for the Developing World 

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Riemannian tangent space mapping and elastic net regularization for cost-effective EEG markers of brain atrophy in Alzheimer's disease

Nov 22, 2017
Wolfgang Fruehwirt, Matthias Gerstgrasser, Pengfei Zhang, Leonard Weydemann, Markus Waser, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Dieter Grossegger, Heinrich Garn, Gareth W. Peters, Stephen Roberts, Georg Dorffner

* Presented at NIPS 2017 Workshop on Machine Learning for Health 

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View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data

Aug 04, 2017
Pengfei Zhang, Cuiling Lan, Junliang Xing, Wenjun Zeng, Jianru Xue, Nanning Zheng

* ICCV2017 

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Cloudroid: A Cloud Framework for Transparent and QoS-aware Robotic Computation Outsourcing

May 16, 2017
Ben Hu, Huaimin Wang, Pengfei Zhang, Bo Ding, Huimin Che

* Accepted by 10th IEEE International Conference on Cloud Computing in 2017 

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Segmentation for radar images based on active contour

Aug 10, 2009
Meijun Zhu, Pengfei Zhang


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