DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing

7 November 2016

Papers citing "DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing"

43 / 43 papers shown

Title
Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining Qisen Cheng Jinming Xing Chang Xue Xiaoran Yang AI4TS 33 3 0 28 Jan 2025
SMART-Vision: Survey of Modern Action Recognition Techniques in Vision Ali AlShami Ryan Rabinowitz Khang Nhut Lam Yousra Shleibik Melkamu Mersha Terrance Boult Jugal Kalita MU 74 2 0 22 Jan 2025
CRoP: Context-wise Robust Static Human-Sensing Personalization Sawinder Kaur Avery Gump Yi Xiao Jingyu Xin Harshit Sharma Nina R Benway Jonathan L Preston Asif Salekin 29 0 0 26 Sep 2024
Edge-device Collaborative Computing for Multi-view Classification Marco Palena Tania Cerquitelli Carla Fabiana Chiasserini 33 3 0 24 Sep 2024
Language-centered Human Activity Recognition Hua Yan Heng Tan Yi Ding Pengfei Zhou Vinod Namboodiri Yu Yang 40 2 0 12 Sep 2024
Embedded Distributed Inference of Deep Neural Networks: A Systematic Review Federico Nicolás Peccia Oliver Bringmann 36 0 0 06 May 2024
Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables Taesik Gong S. Jang Utku Günay Acer F. Kawsar Chulhong Min 41 2 0 11 Dec 2023
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 24 2 0 10 Dec 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 118 0 16 Oct 2023
ViFiT: Reconstructing Vision Trajectories from IMU and Wi-Fi Fine Time Measurements Bryan Bo Cao Abrar Alali Hansi Liu Nicholas Meegan Marco Gruteser Kristin J. Dana A. Ashok Shubham Jain 20 1 0 04 Oct 2023
Fruit Picker Activity Recognition with Wearable Sensors and Machine Learning J. Dabrowski Ashfaqur Rahman 8 3 0 20 Apr 2023
Robust Multimodal Fusion for Human Activity Recognition Sanju Xaviar Xin Yang Omid Ardakanian HAI 29 5 0 08 Mar 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 18 6 0 01 Jan 2023
Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation Rahul Mishra Hari Prabhat Gupta 40 8 0 30 Sep 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Yushu Wu Yifan Gong Pu Zhao Yanyu Li Zheng Zhan Wei Niu Hao Tang Minghai Qin Bin Ren Yanzhi Wang SupR MQ 35 23 0 25 Jul 2022
Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets Michael Merrill Tim Althoff AI4TS 23 14 0 26 May 2022
UMSNet: An Universal Multi-sensor Network for Human Activity Recognition Jialiang Wang Hao Wei Yi Wang Shujia Yang Chi Li HAI 28 1 0 24 May 2022
FLAME: Federated Learning Across Multi-device Environments Hyunsung Cho Akhil Mathur F. Kawsar 16 21 0 17 Feb 2022
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration Yifan Gong Geng Yuan Zheng Zhan Wei Niu Zhengang Li ... Sijia Liu Bin Ren Xue Lin Xulong Tang Yanzhi Wang 28 10 0 22 Nov 2021
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 23 295 0 31 Oct 2021
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Young D. Kwon Jagmohan Chauhan Abhishek Kumar Pan Hui Cecilia Mascolo CLL HAI 28 32 0 25 Oct 2021
Lightweight Transformer in Federated Setting for Human Activity Recognition Ali Raza K. Tran L. Koehl Shujun Li Xianyi Zeng Khaled Benzaidi MedIm 19 10 0 01 Oct 2021
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search Zheng Zhan Yifan Gong Pu Zhao Geng Yuan Wei Niu ... Malith Jayaweera David Kaeli Bin Ren Xue Lin Yanzhi Wang SupR 35 41 0 18 Aug 2021
SALIENCE: An Unsupervised User Adaptation Model for Multiple Wearable Sensors Based Human Activity Recognition Ling Chen Yi Zhang Shenghuan Miao Sirou Zhu Rong Hu Liangying Peng Mingqi Lv HAI 16 19 0 17 Aug 2021
Improving Deep Learning for HAR with shallow LSTMs Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven HAI AI4TS 15 53 0 02 Aug 2021
DynO: Dynamic Onloading of Deep Neural Networks from Cloud to Device Mario Almeida Stefanos Laskaridis Stylianos I. Venieris Ilias Leontiadis Nicholas D. Lane 17 36 0 20 Apr 2021
Can Differential Privacy Practically Protect Collaborative Deep Learning Inference for the Internet of Things? Jihyeon Ryu Yifeng Zheng Yansong Gao A. Abuadbba Junyaup Kim Dongho Won Surya Nepal Hyoungshick Kim Cong Wang 20 12 0 08 Apr 2021
Deep State Inference: Toward Behavioral Model Inference of Black-box Software Systems Foozhan Ataiefard Mohammad Jafar Mashhadi Hadi Hemmati Neil Walkinshaw MLAU 32 4 0 13 Jan 2021
Invariant Feature Learning for Sensor-based Human Activity Recognition Yujiao Hao Boyu Wang Rong Zheng 21 20 0 14 Dec 2020
Wide-band butterfly network: stable and efficient inversion via multi-frequency neural networks Matthew T.C. Li L. Demanet Leonardo Zepeda-Núnez 35 8 0 24 Nov 2020
ConFuse: Convolutional Transform Learning Fusion Framework For Multi-Channel Data Analysis Pooja Gupta Jyoti Maggu A. Majumdar Émilie Chouzenoux Giovanni Chierchia AI4TS 22 2 0 09 Nov 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities Kaixuan Chen Dalin Zhang Lina Yao Bin Guo Zhiwen Yu Yunhao Liu HAI 42 619 0 21 Jan 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 35 27 0 20 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian X. Lin Yanzhi Wang Bin Ren MQ 35 226 0 01 Jan 2020
Automatic Driver Identification from In-Vehicle Network Logs Mina Remeli Szilvia Lestyán G. Ács G. Biczók 19 16 0 25 Oct 2019
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices Xiaolong Ma Fu-Ming Guo Wei Niu Xue Lin Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang CVBM 27 173 0 06 Sep 2019
MEx: Multi-modal Exercises Dataset for Human Activity Recognition A. Wijekoon Nirmalie Wiratunga Kay Cooper 21 24 0 13 Aug 2019
Constructing Energy-efficient Mixed-precision Neural Networks through Principal Component Analysis for Edge Intelligence I. Chakraborty Deboleena Roy Isha Garg Aayush Ankit Kaushik Roy 24 37 0 04 Jun 2019
A Deep Learning Framework for Assessing Physical Rehabilitation Exercises Y. Liao Aleksandar Vakanski Min Xian 16 139 0 29 Jan 2019
Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-Art Artur Jordão A. C. Nazaré Jessica Sena William Robson Schwartz 30 96 0 13 Jun 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 45 1,304 0 12 Mar 2018
DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning Mengwei Xu Feng Qian Mengze Zhu Feifan Huang Saumay Pushp Xuanzhe Liu 30 23 0 01 Dec 2017
Practical Processing of Mobile Sensor Data for Continual Deep Learning Predictions Kleomenis Katevas Ilias Leontiadis M. Pielot Joan Serrà HAI 16 12 0 17 May 2017