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Frequency-Domain Inference Acceleration for Convolutional Neural Networks Using ReRAMs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3133-3146
作者:  Liu, Bosheng;  Jiang, Zhuoshen;  Wu, Yalan;  Wu, Jigang;  Chen, Xiaoming;  Liu, Peng;  Zhou, Qingguo;  Han, Yinhe
收藏  |  浏览/下载:17/0  |  提交时间:2023/12/04
Frequency-domain accelerator  energy efficiency  resistive random access memory  frequency-domain convolutions  
DiamondNet: A Neural-Network-Based Heterogeneous Sensor Attentive Fusion for Human Activity Recognition 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 11
作者:  Zhu, Yida;  Luo, Haiyong;  Chen, Runze;  Zhao, Fang
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Convolutional denoising autoencoders (CDAEs)  global-attention mechanism  graph convolutional networks  human activity recognition (HAR)  multisensor modality  self-attention mechanism  
Self-Regulated Learning for Egocentric Video Activity Anticipation 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 6, 页码: 6715-6730
作者:  Qi, Zhaobo;  Wang, Shuhui;  Su, Chi;  Su, Li;  Huang, Qingming;  Tian, Qi
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Predictive models  Dairy products  Semantics  Feature extraction  Visualization  Activity recognition  Task analysis  Egocentric video activity anticipaiton  third-person video activity anticipaiton  contrastive learning  multi-task learning  self-regulated learning  
Bi-STAN: bilinear spatial-temporal attention network for wearable human activity recognition 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2023, 页码: 17
作者:  Gao, Chenlong;  Chen, Yiqiang;  Jiang, Xinlong;  Hu, Lisha;  Zhao, Zhicheng;  Zhang, Yuxin
收藏  |  浏览/下载:21/0  |  提交时间:2023/07/12
Human activity recognition  Spatial-temporal attention  Bilinear pooling  Low-redundancy  
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 2, 页码: 2118-2132
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Wang, Jindong;  Pan, Zhiwen
收藏  |  浏览/下载:19/0  |  提交时间:2023/07/12
Anomaly detection  Predictive models  Data models  Autoregressive processes  Image reconstruction  Forecasting  Computational modeling  Unsupervised anomaly detection  multi-sensor time series  convolutional autoencoder  attention based BiLSTM  
Recent Advances in Pedestrian Inertial Navigation Based on Smartphone: A Review 期刊论文
IEEE SENSORS JOURNAL, 2022, 卷号: 22, 期号: 23, 页码: 22319-22343
作者:  Wang, Qu;  Fu, Meixia;  Wang, Jianquan;  Luo, Haiyong;  Sun, Lei;  Ma, Zhangchao;  Li, Wei;  Zhang, Chaoyi;  Huang, Rong;  Li, Xianda;  Jiang, Zhuqing;  Liang, Qilian
收藏  |  浏览/下载:19/0  |  提交时间:2023/07/12
Indoor positioning  inertial navigation  pedestrian dead reckoning (PDR)  performance evaluation  
A wearable-HAR oriented sensory data generation method based on spatio-temporal reinforced conditional GANs 期刊论文
NEUROCOMPUTING, 2022, 卷号: 493, 页码: 548-567
作者:  Wang, Jiwei;  Chen, Yiqiang;  Gu, Yang
收藏  |  浏览/下载:28/0  |  提交时间:2022/12/07
Conditional SensoryGANs  Spatial-temporal features  Wearable-HAR  Log-cosh based adversarial loss  Cosine similarity  Qualitative visual evaluations  Quantitative evaluations  
Recent Advances in Pedestrian Navigation Activity Recognition: A Review 期刊论文
IEEE SENSORS JOURNAL, 2022, 卷号: 22, 期号: 8, 页码: 7499-7518
作者:  Wang, Qu;  Luo, Haiyong;  Wang, Jianquan;  Sun, Lei;  Ma, Zhangchao;  Zhang, Chaoyi;  Fu, Meixia;  Zhao, Fang
收藏  |  浏览/下载:30/0  |  提交时间:2022/12/07
Activity recognition  Sensors  Navigation  Legged locomotion  Performance evaluation  Hidden Markov models  Feature extraction  Pedestrian positioning  human activity recognition  pedestrian navigation activity  public dataset  
Disagreement-based class incremental random forest for sensor-based activity recognition 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2022, 卷号: 239, 页码: 15
作者:  Hu, Chunyu;  Chen, Yiqiang;  Hu, Lisha;  Yu, Han;  Lu, Dianjie
收藏  |  浏览/下载:25/0  |  提交时间:2022/12/07
Class incremental learning  Activity recognition  Random forest  Semi-supervised learning  
DeepCS: Training a deep learning model for cervical spondylosis recognition on small-labeled sensor data 期刊论文
NEUROCOMPUTING, 2022, 卷号: 472, 页码: 24-34
作者:  Wang, Nana;  Luo, Chunjie;  Huang, Xi;  Huang, Yunyou;  Zhan, Jianfeng
收藏  |  浏览/下载:23/0  |  提交时间:2022/12/07
Cervical spondylosis recognition  High-dimensional time series sensor data  Convolutional neural network  Network architecture search  Feature extraction