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Generalization with Deep Learning, 2021
- Zhenghua Chen, Min Wu, Xiaoli Li:
Generalization with Deep Learning: For Improvement on Sensing Capability. WorldScientific 2021, ISBN 9789811218835
Introduction of Deep Learning Algorithms
- Keyu Wu, Wei Cui, Nhu Khue Vuong, Efe Camci:
An Introduction of Deep Learning Methods for Sensing Applications. 3-28
Deep Learning for Activity Sensing
- Le Zhang, Jagannadan Varadarajan, Yong Pei, Zhenghua Chen:
Hierarchically Aggregated Deep Convolutional Neural Networks for Action Recognition. 31-53 - Massinissa Hamidi, Aomar Osmani:
Combining Domain Knowledge and Deep Learning to Improve HAR Models. 55-77 - Jianfei Yang, Han Zou, Lihua Xie, Costas J. Spanos:
Deep Learning and Unsupervised Domain Adaptation for WiFi-based Sensing. 79-100 - Linlin Guo, Hang Zhang, Weiyu Guo, Jian Fang, Bingxian Lu, Chenfei Ma, Guanglin Li, Chuang Lin, Lei Wang:
Deep Learning for Device-free Human Activity Recognition Using WiFi Signals. 101-137 - Weixin Luo, Wen Liu, Shenghua Gao:
Graph Convolutional Neural Network for Skeleton-based Video Abnormal Behavior Detection. 139-155
Deep Learning for Remote Sensing
- Gustau Camps-Valls:
Perspective on Deep Learning for Earth Sciences. 159-173 - Yihua Tan, Shengzhou Xiong, Pei Yan:
Accurate Detection of Built-Up Areas in Remote Sensing Image via Deep Learning. 175-207 - Sichao Fu, Weifeng Liu:
Recent Advances of Manifold-based Graph Convolutional Networks for Remote Sensing Images Recognition. 209-232
Deep Learning for Medical Sensing
- Chongyi Li, Huazhu Fu, Miao Yang, Runmin Cong, Chunle Guo:
Deep Retinal Image Non-Uniform Illumination Removal. 235-257 - Tanveer Hussain, Amin Ullah, Umair Haroon, Khan Muhammad, Sung Wook Baik:
A Comparative Analysis of Efficient CNN-based Brain Tumor Classification Models. 259-278 - Nhu Khue Vuong, Yong Liu, Syin Chan, Chiew Tong Lau, Zhenghua Chen, Min Wu, Xiaoli Li:
Classification of Travel Patterns Including Wandering Based on Bi-directional Long Short-Term Memory Networks. 279-301
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