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19th ACM SenSys 2021: Coimbra, Portugal
- Jorge Sá Silva, Fernando Boavida, André Rodrigues, Andrew Markham, Rong Zheng:
SenSys '21: The 19th ACM Conference on Embedded Networked Sensor Systems, Coimbra, Portugal, November 15 - 17, 2021. ACM 2021, ISBN 978-1-4503-9097-2
Distributed Computing and Learning for Sensing Data Processing
- Neiwen Ling
, Kai Wang, Yuze He, Guoliang Xing, Daqi Xie:
RT-mDL: Supporting Real-Time Mixed Deep Learning Tasks on Edge Platforms. 1-14 - Linlin Tu, Xiaomin Ouyang
FedDL: Federated Learning via Dynamic Layer Sharing for Human Activity Recognition. 15-28 - Xiao Zeng, Ming Yan, Mi Zhang:
Mercury: Efficient On-Device Distributed DNN Training via Stochastic Importance Sampling. 29-41 - Ang Li, Jingwei Sun
FedMask: Joint Computation and Communication-Efficient Personalized Federated Learning via Heterogeneous Masking. 42-55
Physical Layer Design for Batteryless and Low-power Networked Sensor Systems
- Chenning Li
NELoRa: Towards Ultra-low SNR LoRa Communication with Neural-enhanced Demodulation. 56-68 - Mohamad Katanbaf, Ali Saffari, Joshua R. Smith:
MultiScatter: Multistatic Backscatter Networking for Battery-Free Sensors. 69-83 - Xingda Chen, Deepak Ganesan, Jeremy Gummeson, Mohammad Rostami:
COCOON: A Conductive Substrate-based Coupled Oscillator Network for Wireless Communication. 84-96
Human Sensing using Radio Frequency Signals
- Tiantian Liu, Ming Gao
Wavoice: A Noise-resistant Multi-modal Speech Recognition System Fusing mmWave and Audio Signals. 97-110 - Tianyue Zheng
MoRe-Fi: Motion-robust and Fine-grained Respiration Monitoring via Deep-Learning UWB Radar. 111-124 - Haotian Jiang, Jiacheng Zhang, Xiuzhen Guo, Yuan He:
Sense Me on the Ride: Accurate Mobile Sensing over a LoRa Backscatter Channel. 125-137 - Yuda Feng, Yaxiong Xie
LTE-based Pervasive Sensing Across Indoor and Outdoor. 138-151
Localization
- Shangyao Yan, Zhimeng Yin, Guang Tan:
CurveLight: An Accurate and Practical Indoor Positioning System. 152-164 - Jonas Beuchert
SnapperGPS: Algorithms for Energy-Efficient Low-Cost Location Estimation Using GNSS Signal Snapshots. 165-177 - Abeer Ahmad, Xiao Sha
Enabling Passive Backscatter Tag Localization Without Active Receivers. 178-191 - Tara Boroushaki, Isaac Perper
RFusion: Robotic Grasping via RF-Visual Sensing and Learning. 192-205
Knowledge-driven Machine Learning for Sensing
- Rui Xiao
OneFi: One-Shot Recognition for Unseen Gesture via COTS WiFi. 206-219 - Huatao Xu, Pengfei Zhou
LIMU-BERT: Unleashing the Potential of Unlabeled Data for IMU Sensing Applications. 220-233 - Shuheng Li, Ranak Roy Chowdhury
UniTS: Short-Time Fourier Inspired Neural Networks for Sensory Time Series Classification. 234-247
Protocol and Systems Supports for Low-power Networked Sensor Systems
- Fan Yang, Ashok Samraj Thangarajan
Morphy: Software Defined Charge Storage for the IoT. 248-260 - Andrea Maioli
ALFRED: Virtual Memory for Intermittent Computing. 261-273 - Andreas Biri
STeC: Exploiting Spatial and Temporal Correlation for Event-based Communication in WSNs. 274-287
Light-based Sensing and Communication
- Sriram Sami
LAPD: Hidden Spy Camera Detection using Smartphone Time-of-Flight Sensors. 288-301 - Zhiyuan Xie
UltraDepth: Exposing High-Resolution Texture from Depth Cameras. 302-315 - Hanting Ye, Qing Wang
SpiderWeb: Enabling Through-Screen Visible Light Communication. 316-328 - Yi Zhu
Adversarial Attacks against LiDAR Semantic Segmentation in Autonomous Driving. 329-342
DEMONSTRATION SESSION: Demo Session
- Dongfang Guo, Wenjie Luo, Chaojie Gu, Yuting Wu, Qun Song, Zhenyu Yan, Rui Tan:
Infrastructure-Free Smartphone Indoor Localization Using Room Acoustic Responses. 343-344 - Vivek Chandel, Murali Poduval, Avik Ghose:
ROMeasure: Smartwatch-Based Practical Solution To Accurately Calculate Joint Range Of Motion. 345-346 - Mohammad Heggo, Laksh Bhatia, Julie A. McCann:
Cognisense: A contactless rotation speed measurement system. 347-348 - Stephen Xia
A Drone-based System for Intelligent and Autonomous Homes. 349-350 - Jie Wang, Jacobus E. van der Merwe, Neal Patwari:
A Compliance Monitoring System for Open SDR Platforms. 351-352 - Ruofeng Liu
BLE Location-based Services via WiFi. 353-354
POSTER SESSION: Poster Session
- Hemant Rathore, Taeeb Bandwala, Sanjay K. Sahay, Mohit Sewak:
Are CNN based Malware Detection Models Robust?: Developing Superior Models using Adversarial Attack and Defense. 355-356 - Grzegorz Klosowski, Tomasz Rymarczyk
Cyber-Physical System for Collecting Data on Moisture Inside the Walls of Buildings. 357-358 - Xingyu Chen, Xinmin Fang, Wenchuan Wei, Wenyao Xu, Zhengxiong Li:
Exploring an Extensible Children Game Framework based on Augmented Reality Building Blocks. 359-360 - Xinmin Fang, Xingyu Chen, Wenyao Xu, Zhengxiong Li:
Enhanced Virtual Reality: Exploring an Immersive and Realistic Virtual Reality Training for Nursing. 361-362 - Yili Ren
3D Human Pose Estimation Using WiFi Signals. 363-364 - Travis Mewborne, Linghan Zhang
A Wearable-based Distracted Driving Detection Leveraging BLE. 365-366 - Yangfan Zhang, Xiaojing Wang, Chao Feng, Xinyi Li, Yuan-Ming Cai, Yuhui Ren, Fuwei Wang, Ke Li:
Pushing the Limits of Respiration Sensing with Reconfigurable Metasurface. 367-368 - Dries Van Leemput, Armand Naessens, Robbe Elsas, Jeroen Hoebeke, Eli De Poorter:
Algorithm for Distributed Duty Cycle Adherence in Multi-Hop RPL Networks. 369-370 - Aslan B. Wong
Muscle-Mind: towards the Strength Training Monitoring via the Neuro-Muscular Connection Sensing. 371-372 - Konrad Kania, Mariusz Mazurek, Tomasz Rymarczyk
Image Reconstruction and Compression in Ultrasound Tomography Using Discrete Cosine Transform. 373-374 - Daniel Nilsson, Wenqing Yan:
Identifying Bluetooth Low Energy Devices. 375-376 - Michal Styla, Andrzej Zawadzki, Tomasz Cieplak, Przemyslaw Adamkiewicz:
Determining Position of People in Closed Spaces using Radio Tomography Imaging. 377-378 - Dariusz Wójcik, Tomasz Rymarczyk
Diagnosing Cardiovascular Diseases with Machine Learning on Body Surface Potential Mapping Data. 379-381 - Bharath Sudharsan, Dhruv Sheth, Shailesh Arya, Federica Rollo
ElastiCL: Elastic Quantization for Communication Efficient Collaborative Learning in IoT. 382-383 - Sriram Sami
On Utilizing Smartphone Time-of-Flight Sensors to Detect Hidden Spy Cameras. 384-385 - Changyao Lin, Ziyang Zhang, Huan Li, Jie Liu:
ECSRL: A Learning-Based Scheduling Framework for AI Workloads in Heterogeneous Edge-Cloud Systems. 386-387 - Dariusz Wójcik, Tomasz Rymarczyk
Ultrasound Tomography for Monitoring the Lower Urinary Tract. 388-390 - Jianning Deng, Kaiwen Cai, Chris Xiaoxuan Lu
Can Image Style Transfer Save Automotive Radar? 391-392 - Oleksii Hyka, Andrés Véjar
Pseudo Random Binary Sequence Excitation for Electrical Impedance Tomography. 393-394 - Nabeel Nasir, Bradford Campbell:
Enabling Elasticity on the Edge using Heterogeneous Gateways. 395-396 - Bo Wei
Adaptive Video Transmission Strategy Based on Ising Machine. 397-398 - Yiwen Dong, Yuyan Wu, Hae Young Noh:
Social Distancing Compliance Monitoring for COVID-19 Recovery Through Footstep-Induced Floor Vibrations. 399-400 - Omid Tavallaie, Javid Taheri, Albert Y. Zomaya:
Throughput Maximization in Low-Power IoT Networks via Tuning the Size of the TSCH Slotframe. 401-402
PhD Forum Session
- Sanju Xaviar
Robust and Affordable Deep Learning Models for Multimodal Sensor Fusion. 403-404 - Jannik Blähser:
ECCO-Box: An Edge Computing and Connectivity Framework. 405-406 - Mariana Cunha:
Privacy-Preserving Mechanisms for Heterogeneous Data Types. 407-408 - Nabeel Nasir:
Untangling the Cloud from Edge Computing for IoT. 409-410 - Munkenyi Mukhandi
Decentralised and Scalable Security for IoT Devices. 411-412
Workshop Session: AIChallengeIoT 21
- Tuo Zhang, Chaoyang He, Tianhao Ma, Lei Gao, Mark Ma, Salman Avestimehr:
Federated Learning for Internet of Things. 413-419 - Fabio Maresca, Gürkan Solmaz, Flavio Cirillo:
OntoAugment: Ontology Matching through Weakly-Supervised Label Augmentation. 420-425 - Vinod Nigade, Ramon Winder, Henri E. Bal, Lin Wang:
Better Never Than Late: Timely Edge Video Analytics Over the Air. 426-432 - Franz Papst
Exploring Co-dependency of IoT Data Quality and Model Robustness in Precision Cattle Farming. 433-438 - Wiebke Toussaint, Akhil Mathur, Aaron Yi Ding
Characterising the Role of Pre-Processing Parameters in Audio-based Embedded Machine Learning. 439-445 - Hyunsung Cho, Akhil Mathur, Fahim Kawsar:
Device or User: Rethinking Federated Learning in Personal-Scale Multi-Device Environments. 446-452 - Jiechao Gao, Wenpeng Wang, Zetian Liu, Md Fazlay Rabbi Masum Billah, Bradford Campbell
Decentralized Federated Learning Framework for the Neighborhood: A Case Study on Residential Building Load Forecasting. 453-459 - Jian Xu, Arani Bhattacharya, Aruna Balasubramanian, Donald E. Porter
Sensor Virtualization for Efficient Sharing of Mobile and Wearable Sensors. 460-466 - Bo Chen, Zhisheng Yan, Hongpeng Guo, Zhe Yang, Ahmed Ali-Eldin, Prashant J. Shenoy
Deep Contextualized Compressive Offloading for Images. 467-473 - Juheon Yi, Chulhong Min, Fahim Kawsar:
Vision Paper: Towards Software-Defined Video Analytics with Cross-Camera Collaboration. 474-477 - Hao Liu, Hanting Ye, Jie Yang
Through-Screen Visible Light Sensing Empowered by Embedded Deep Learning. 478-484 - M. R. Ahan, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman:
AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images. 485-491
WORKSHOP SESSION: BlockSys'21
- Luc Gerrits
Experimental Scalability Study of Consortium Blockchains with BFT Consensus for IoT Automotive Use Case. 492-498 - Tharindu Ranathunga
The convergence of Blockchain and Machine Learning for Decentralized Trust Management in IoT Ecosystems. 499-504 - Deeraj Nagothu, Ronghua Xu, Yu Chen, Erik Blasch, Alexander J. Aved:
Detecting Compromised Edge Smart Cameras using Lightweight Environmental Fingerprint Consensus. 505-510 - Adit Goyal
A Blockchain and Machine Learning based Framework for Efficient Health Insurance Management. 511-515 - Taras Maksymyuk, Marcel Volosin, Juraj Gazda
Blockchain-based Decentralized Service Provisioning in Local 6G Mobile Networks. 516-519
WORKSHOP SESSION: DATA'21
- Victor Ariel Leal Sobral
Thermal Energy Harvesting Profiles in Residential Settings. 520-523 - Konrad-Felix Krentz, Madhushanka Padmal
Enabling Offline Tuning of Fat Channel Communication. 524-525 - Guangliang Zhao, Guy Ben-Yosef, Jianwei Qiu, Yang Zhao, Prabhu Janakaraj, Sriram Boppana, Austars R. Schnore:
Person Re-ID Testbed with Multi-Modal Sensors. 526-531 - James Pope
Container Escape Detection for Edge Devices. 532-536 - Haoxiang Yu, Jie Hua, Christine Julien
Analysis of IFTTT Recipes to Study How Humans Use Internet-of-Things (IoT) Devices. 537-541 - Peize Li, Chris Xiaoxuan Lu
Motion Tracklet Oriented 6-DoF Inertial Tracking Using Commodity Smartphones. 542-545 - Zhizhang Hu
Footstep-Induced Floor Vibration Dataset: Reusability and Transferability Analysis. 546-551 - Shuai Zhu, Thiemo Voigt, Daniel F. Perez-Ramirez, Joakim Eriksson:
A Low-resolution infrared thermal dataset and potential privacy-preserving applications. 552-555 - Matias Quintana, Mahmoud Abdelrahman, Mario Frei, Federico Tartarini
Longitudinal personal thermal comfort preference data in the wild. 556-559 - Arvin Hekmati, Eugenio Grippo, Bhaskar Krishnamachari:
Large-scale Urban IoT Activity Data for DDoS Attack Emulation. 560-564 - Pei Tian
Environmental Impact on the Long-Term Connectivity and Link Quality of an Outdoor LoRa Network. 565-568
WORKSHOP SESSION: ENSsys 2021
- Alessandro Torrisi
Autonomous Energy Status Sharing and Synchronization for Batteryless Sensor Networks. 569-571 - Eren Yildiz
Persistent Timekeeping Using Harvested Power Measurements. 572-574 - Naomi Stricker, Ying Zhao Lian, Yuning Jiang, Colin N. Jones, Lothar Thiele:
Joint Energy Management for Distributed Energy Harvesting Systems. 575-577 - Md Masoom Rabbani
RESERVE: Remote Attestation of Intermittent IoT devices. 578-580 - Nurani Saoda, Md Fazlay Rabbi Masum Billah, Bradford Campbell
Designing a General Purpose Development Platform for Energy-harvesting Applications. 581-583 - Ashish Kumar Sultania, Jeroen Famaey
Energy-Aware Battery-Less Bluetooth Low Energy Device Prototype Powered By Ambient Light. 584-585 - Adnan Sabovic
Demonstration of an Energy-Aware Task Scheduler for Battery-Less IoT Devices. 586-587 - Jung Wook Park, Alishan Hassan, Tingyu Cheng, Rosa I. Arriaga
A Simulation and Prototyping Toolkit for Airflow Energy Harvesting in Vehicles. 588-589 - Gabriel Marcano
Powering an E-Ink Display from Soil Bacteria. 590-591 - Federico Villani, Philipp Mayer
RF Power Transmission: Energy Harvesting for Self-Sustaining Miniaturized Sensor Nodes. 592-593 - Marco Giordano, Michele Magno
A Battery-Free Long-Range Wireless Smart Camera for Face Recognition. 594-595
WORKSHOP SESSION: NanoCoCoA 2021
- Jorge Torres Gómez
A Machine Learning Approach for Abnormality Detection in Blood Vessels via Mobile Nanosensors. 596-602 - Hadeel Elayan, Andrew W. Eckford, Raviraj Adve:
Enabling Protein Interactions Using Terahertz Signals for Intra-body Communication. 603-609 - Daniel P. Martins
Modulated Molecular Channel Coding Scheme for Multi-Bacterial Transmitters. 610-615 - Avik Bose, Prasun Ghosal:
Dynamic application mapping on CTH network: a performance-centric approach. 616-622 - Giorgos Stratidakis, Sotiris Droulias
An analytical framework for Reconfigurable Intelligent Surfaces placement in a mobile user environment. 623-627 - Venkata Sai Praneeth Karempudi, Shreyan Datta
Design Exploration and Scalability Analysis of a CMOS-Integrated, Polymorphic, Nanophotonic Arithmetic-Logic Unit. 628-634 - Razanne Abu-Aisheh, Francesco Bronzino
Coordinating a Swarm of Micro-Robots Under Lossy Communication. 635-641 - Mohammadreza F. Imani
On-Demand SIMO Channel Impulse Response Shaping in Smart On-Chip Electromagnetic Environments. 642-644 - Hamid Khoshfekr Rudsari
Cardiac Bio-Nanonetwork: Extracellular Matrix Modeling for the Propagation of Extracellular Vesicles. 645-648 - Francesca Ratti
Mitigating the Retroactivity Impact on Molecular Communications. 649-652
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