An up-to-date & curated list of Awesome IMU-based Human Activity Recognition(Ubiquitous Computing) papers, methods & resources. Please note that most of the collections of researches are mainly based on IMU data.
An up-to-date & curated list of Awesome IMU-based Human Activity Recognition(Ubiquitous Computing) papers, methods & resources. Please note that most of the collections of researches are mainly based on IMU data.
Many thanks to the useful publications and repos: Jingdong Wang, Awesome-Deep-Vision, Awesome-Deep-Learning-Papers, Awesome-Self-Supervised-Learning, Awesome-Semi-Supervised-Learning and Awesome-Crowd-Counting.
Please feel free to contribute this list.
Body-Area Capacitive or Electric Field Sensing for Human Activity Recognition and Human-Computer Interaction: A Comprehensive Survey
A Survey on Deep Learning for Human Activity Recognition (ACM Computing Surveys (CSUR)) [paper]
Applying Machine Learning for Sensor Data Analysis in Interactive Systems: Common Pitfalls of Pragmatic Use and Ways to Avoid Them (ACM Computing Surveys (CSUR)) [paper]
[DL4SAR] Deep Learning for Sensor-based Activity Recognition: A Survey (Pattern Recognition Letters) [paper][code]
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges, and Opportunities (ACM Computing Surveys (CSUR)) [paper]
Human Action Recognition from Various Data Modalities: A Review (IEEE TPAMI 2022) [paper] top AI Journal
Approaching the Real-World: Supporting Activity Recognition Training with Virtual IMU Data [paper]
Can You See It? Good, So We Can Sense It! [paper]
An Ensemble of ConvTransformer Networks for the Sussex-Huawei Locomotion-Transportation (SHL) Recognition Challenge [paper]
Fast Deep Neural Architecture Search for Wearable Activity Recognition by Early Prediction of Converged Performance [paper]
Human Activity Recognition Based on Acceleration Data From Smartphones Using HMMs [paper]
On the Role of Context Length for Feature Extraction and Sequence Modeling in Human Activity Recognition [paper]
ObscureNet: Learning Attribute-invariant Latent Representation for Anonymizing Sensor Data [paper]
SenseCollect: We Need Efficient Ways to Collect On-body Sensor-based Human Activity Data! [paper]
Self-supervised Learning for Reading Activity Classification [paper]
Approaching the Real-World: Supporting Activity Recognition Training with Virtual IMU Data [paper]
Reducing Muscle Activity when Playing Tremolo by Using Electrical Muscle Stimulation to Learn Efficient Motor Skills [paper]
Pushing the Limits of Long Range Wireless Sensing with LoRa [paper]
CardiacWave: A mmWave-based Scheme of Non-Contact and High-Definition Heart Activity Computing [paper]
Multimodal Federated Learning [paper]
A Deep Learning-Based Framework for Human Activity Recognition in Smart Homes [paper]
Interactive Hybrid Intelligence Systems for Human-Ai/Robot Collaboration: Improving the Practices of Physical Stroke Rehabilitation [paper]
Continual Activity Recognition with Generative Adversarial Networks [paper]
A multibranch CNN-BiLSTM model for human activity recognition using wearable sensor data [paper]
Unsupervised User Adaptation Model for Multiple Wearable Sensors Based Human Activity Recognition [paper]
ClusterFL: A Similarity-Aware Federated Learning System for Human Activity Recognition (MobiSys) [paper]
Improving Deep Learning for HAR with shallow LSTMs (ISWC/ubicomp) [paper]
Contrastive Predictive Coding for Human Activity Recognition (IMWUT/ubicomp) [paper]
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data (IMWUT/ubicomp) [paper]
Watching Your Phone's Back: Gesture Recognition by Sensing Acoustical Structure-borne Propagation (IMWUT/ubicomp) [paper]
ApneaDetector: Detecting Sleep Apnea with Smartwatches (IMWUT/ubicomp) [paper]
NeckFace: Continuously Tracking Full Facial Expressions on Neck-mounted Wearables (IMWUT/ubicomp) [paper]
We Hear Your PACE: Passive Acoustic Localization of Multiple Walking Persons (IMWUT/ubicomp) [paper]
mTeeth: Identifying Brushing Teeth Surfaces Using Wrist-Worn Inertial Sensors (IMWUT/ubicomp) [paper]
Acoustic-based Upper Facial Action Recognition for Smart Eyewear (IMWUT/ubicomp) [paper]
Two-Stream Convolution Augmented Transformer for Human Activity Recognition (AAAI2021) [paper]
Unsupervised Human Activity Representation Learning with Multi-task Deep Clustering (IMWUT/ubicomp) [paper]
Attend and Discriminate: Beyond the State-of-the-Art for Human Activity Recognition Using Wearable Sensors (IMWUT/ubicomp) [paper]
SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled Data (IMWUT/ubicomp) [paper]
Latent Independent Excitation for Generalizable Sensor-based Cross-Person Activity Recognition (AAAI 2021) [paper]
Weakly-Supervised Sensor-based Activity Segmentation and Recognition via Learning from Distributions (Artificial Intelligence (AIJ)) [paper]
GIobalFusion: A Global Attentional Deep Learning Framework for Multisensor Information Fusion (IMWUT/ubicomp) [paper]
METIER: A Deep Multi-Task Learning Based Activity and User Recognition Model Using Wearable Sensors (IMWUT/ubicomp) [paper]
Instance-Wise Dynamic Sensor Selection for Human Activity Recognition (AAAI 2020) [paper]
Cross-Dataset Activity Recognition via Adaptive Spatial-Temporal Transfer Learning (IMWUT/ubicomp) [paper]
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity Recognition with Multi-Domain Deep Learning Model [arXiv]
Towards Deep Clustering of Human Activities from Wearables (ISWC/ubicomp) [paper]
[UDA4HAR] A Systematic Study of Unsupervised Domain Adaptation for Robust Human-Activity Recognition (IMWUT/ubicomp) [paper]
Adversarial Multi-view Networks for Activity Recognition (IMWUT/ubicomp) [paper]
Weakly Supervised Multi-Task Representation Learning for Human Activity Analysis Using Wearables (IMWUT/ubicomp) [paper]
[IMUTube] IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity Recognition (IMWUT/ubicomp) [paper]
Robust Unsupervised Factory Activity Recognition with Body-worn Accelerometer Using Temporal Structure of Multiple Sensor Data Motifs (IMWUT/ubicomp) [paper]
Masked reconstruction based self-supervision for human activity recognition (ISWC/ubicomp) [paper]
Digging deeper: towards a better understanding of transfer learning for human activity recognition with Body-worn Accelerometer Using Temporal Structure of Multiple Sensor Data Motifs (ISWC/ubicomp) [paper]
IndRNN based long-term temporal recognition in the spatial and frequency domain (ISWC/ubicomp) [paper]
Tackling the SHL challenge 2020 with person-specific classifiers and semi-supervised learning (ISWC/ubicomp) [paper]
DenseNetX and GRU for the sussex-huawei locomotion-transportation recognition challenge (ISWC/ubicomp) [paper]
A Novel Distribution-Embedded Neural Network for Sensor-Based Activity Recognition (IJCAI) [paper][code]
Learning Bodily and Temporal Attention in Protective Movement Behavior Detection
[AttnSense] AttnSense: Multi-level Attention Mechanism For Multimodal Human Activity Recognition (IJCAI) [paper]
Multi-agent Attentional Activity Recognition (IJCAI) [paper][code]
Distribution-based Semi-Supervised Learning for Activity Recognition (AAAI) [paper][code]
On the Role of Features in Human Activity Recognition (ISWC/ubicomp) [paper]
Handling Annotation Uncertainty in Human Activity Recognition (ISWC/ubicomp) [paper]
Leveraging Active Learning and Conditional Mutual Information to Minimize Data Annotation in Human Activity Recognition (IMWUT/ubicomp) [paper]
[Vision2Sensor] Vision2Sensor: Knowledge Transfer Across Sensing Modalities for Human Activity Recognition (IMWUT/ubicomp) [paper]
How Does a Nation Walk? Interpreting Large-Scale Step Count Activity with Weekly Streak Patterns (IMWUT/ubicomp) [paper]
Understanding and Improving Recurrent Networks for Human Activity Recognition by Continuous Attention (ISWC/ubicomp) [paper]
On specialized window lengths and detector based human activity recognition (ISWC/ubicomp) [paper]
Adding structural characteristics to distribution-based accelerometer representations for activity recognition using wearables (ISWC/ubicomp) [paper]
On Attention Models for Human Activity Recognition (ISWC/ubicomp) [paper]
[AROMA] AROMA: A Deep Multi-Task Learning Based Simple and Complex Human Activity Recognition Method Using Wearable Sensors (IMWUT/ubicomp) [paper]
[EnsemblesLSTM] Ensembles of Deep LSTM Learners for Activity Recognition using Wearables (IMWUT/ubicomp) [paper] [Tensorflow]
Deep Learning for Sensor-based Activity Recognition: A Survey (Pattern Recognition Letters) [paper]
Activity Recognition for Quality Assessment of Batting Shots in Cricket using a Hierarchical Representation (IMWUT/ubicomp) [paper]
Label Propagation: An Unsupervised Similarity Based Method for Integrating New Sensors in Activity Recognition Systems (IMWUT/ubicomp) [paper]
CNN-based sensor fusion techniques for multimodal human activity recognition (ISWC/ubicomp) [paper]
Learning from less for better: semi-supervised activity recognition via shared structure discovery (ubicomp) [paper]
Wearable sensor based multimodal human activity recognition exploiting the diversity of classifier ensemble (ubicomp) [paper]
Beyond activity recognition: skill assessment from accelerometer data (ubicomp) [paper]
I did not smoke 100 cigarettes today!: avoiding false positives in real-world activity recognition (ubicomp) [paper]
Let's (not) stick together: pairwise similarity biases cross-validation in activity recognition (ubicomp) [paper]
Improved activity recognition by using enriched acceleration data (ubicomp) [paper]
A field study comparing approaches to collecting annotated activity data in real-world settings (ubicomp) [paper]
Personalization revisited: a reflective approach helps people better personalize health services and motivates them to increase physical activity (ubicomp) [paper]
MONITORING HOUSEHOLD ACTIVITIES AND USER LOCATION WITH A CHEAP, UNOBTRUSIVE THERMAL SENSOR ARRAY (ubicomp) [paper]
Connecting personal-scale sensing and networked community behavior to infer human activities (ubicomp) [paper]
Using electrodermal activity to recognize ease of engagement in children during social interactions (ubicomp) [paper]
Fine-Grained Sharing of Sensed Physical Activity: A Value Sensitive Approach (ubicomp) [paper]
Towards zero-shot learning for human activity recognition using semantic attribute sequence model (ubicomp) [paper]
Personalized mobile physical activity recognition (ubicomp) [paper]
A Hybrid Unsupervised/Supervised Model for Group Activity Recognition (ubicomp) [paper]
Confidence-based Multiclass AdaBoost for Physical Activity Monitoring (ubicomp) [paper]
An exploration with online complex activity recognition using cellphone accelerometer (ubicomp) [paper]
[UniPad] UniPad: Orchestrating collaborative activities through shared tablets and an integrated wall display (ubicomp) [paper]
Human Activity Recognition Using Heterogeneous Sensors (ubicomp) [paper]
A probabilistic ontological framework for the recognition of multilevel human activities (ubicomp) [paper]
Ubiquitous support for midwives to leverage daily activities (ubicomp) [paper]
Combining Embedded Accelerometers with Computer Vision for Recognizing Food Preparation Activities (ubicomp) [paper]
A Spark Of Activity: Exploring Information Art As Visualization For Physical Activity (ubicomp) [paper]
[BodyScope] BodyScope: A Wearable Acoustic Sensor for Activity Recognition (ubicomp) [paper]
An Integrated Framework for Human Activity Classification (ubicomp) [paper]
The Place for Ubiquitous Computing in Schools: Lessons Learned from a School-Based Intervention for Youth Physical Activity (ubicomp) [paper]
[CSN] Enabling Large-scale Human Activity Inference on Smartphones using Community Similarity Networks (ubicomp) [paper]