Human Activity Recognition Transformer (HART) is a transformer based architecture that has been specifically adapted for IMU sensing devices. Findings shows that HART uses fewer paremeters, FLOPs and achieves state-of-the-art results.
☆76Dec 10, 2024Updated last year
Alternatives and similar repositories for Lightweight-Transformer-Models-For-HAR-on-Mobile-Devices
Users that are interested in Lightweight-Transformer-Models-For-HAR-on-Mobile-Devices are comparing it to the libraries listed below
Sorting:
- Intertial-based Human Activity Recognition with Transformers☆91Apr 18, 2021Updated 4 years ago
- Transformer for Human Activity Recognition☆77Jan 18, 2023Updated 3 years ago
- Developing a Convolutional LSTM model for human posture recognition from wearable IMUs sensors☆14Aug 2, 2020Updated 5 years ago
- An up-to-date & curated list of Awesome IMU-based Human Activity Recognition(Ubiquitous Computing) papers, methods & resources. Please no…☆331Nov 29, 2024Updated last year
- iOS indoor map app for Aalto University☆10Dec 14, 2016Updated 9 years ago
- Project is intended to build and deploy an scene detection application onto Qualcomm Robotics development Kit (RB5) that detects whether …☆10Jun 26, 2022Updated 3 years ago
- This repository provides the codes and data used in our paper "Human Activity Recognition Based on Wearable Sensor Data: A Standardizatio…☆104Oct 11, 2019Updated 6 years ago
- MotionSense Dataset for Human Activity and Attribute Recognition ( time-series data generated by smartphone's sensors: accelerometer and …☆362Oct 19, 2021Updated 4 years ago
- Simulates human body pose from IMU data in unity☆12Sep 25, 2020Updated 5 years ago
- [T-CSVT 2021]: DeepOIS: Gyroscope-Guided Deep Optical Image Stabilizer Compensation☆11Jul 4, 2023Updated 2 years ago
- DANA: Dimension-Adaptive Neural Architecture (UbiComp'21)( ACM IMWUT)☆47Oct 25, 2021Updated 4 years ago
- This is temporal repository for 3-D human motion tracking from videos and/or IMUs☆16Apr 9, 2023Updated 2 years ago
- Four Federated learning datasets for Human Activity Recognition☆57Jul 8, 2023Updated 2 years ago
- Improving Deep Learning for HAR with shallow LSTMs (best paper award), Bock et al., presented at ISWC 2021 (online)☆62Mar 21, 2025Updated 11 months ago
- MAINS: A Magnetic Field Aided Inertial Navigation System for Indoor Positioning☆38Jun 2, 2025Updated 9 months ago
- 3-layer-CNN and ResNet with OPPORTUNITY dataset, PAMAP2 dataset, UCI-HAR dataset, UniMiB-SHAR dataset, USC-HAD dataset, and WISDM dataset…☆61May 21, 2022Updated 3 years ago
- Official implementation of SWL-Adapt.☆14Apr 4, 2023Updated 2 years ago
- An up-to-date & curated list of Awesome Human Activity Recognition(Ubiquitous Computing) papers, methods & resources.☆32Jan 26, 2021Updated 5 years ago
- Run Chinese MobileBert model on SNPE.☆15May 19, 2023Updated 2 years ago
- Comparison of PPG sensors (HRV4Training, mio alpha, Schosche and Kyto) with respect to a chest strap (Polar H7)☆14Sep 24, 2016Updated 9 years ago
- Code for the paper, SAMoSA - Sensing Activities with Motion and Sub-sampled Audio☆17Jan 24, 2023Updated 3 years ago
- Code for our IJCAI 2019 paper "A Novel Distribution-Embedded Neural Network for Sensor-Based Activity Recognition".☆17Mar 18, 2020Updated 5 years ago
- CMake scripts for building Plus library, applications, and all required dependencies☆20Nov 25, 2025Updated 3 months ago
- Classifying the physical activities performed by a user based on accelerometer and gyroscope sensor data collected by a smartphone in the…☆99Jun 22, 2017Updated 8 years ago
- ☆18Jun 5, 2023Updated 2 years ago
- Using Machine Learning to determine Human Activity using data from 6 d.o.f. IMU sensor.☆18Apr 14, 2020Updated 5 years ago
- 室内行人移动方位推算技术 (Pedestrian Dead Reckoning, PDR)☆93Dec 2, 2022Updated 3 years ago
- IMU based motion capture with Unity/Arduino☆21Jun 11, 2017Updated 8 years ago
- Contrastive Learning (SimCLR) for Human Activity Recognition☆79Apr 6, 2021Updated 4 years ago
- [ECAI 2020] Tensorflow 2.x Implementation of "Human Activity Recognition from Wearable Sensor Data Using Self-Attention"☆49Mar 30, 2021Updated 4 years ago
- The MHEALTH (Mobile Health) dataset is devised to benchmark techniques dealing with human behavior analysis based on multimodal body sens…☆24Mar 10, 2021Updated 4 years ago
- [MICCAI'20] Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI☆22Apr 3, 2024Updated last year
- CZU-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and 10 wearable inertial sensors☆26Jun 2, 2022Updated 3 years ago
- This is my guided research work where the goal was to estimeate full body dense human pose from sparse IMU sensor data☆23Nov 22, 2019Updated 6 years ago
- Implementation of Contrastive Predictive Coding for Human Activity Recognition☆32Jul 25, 2022Updated 3 years ago
- Implementation of Contrastive Self-Supervised Learning for Sensor-based Human Activity Recognition☆26Feb 9, 2024Updated 2 years ago
- ☆66Jan 2, 2023Updated 3 years ago
- video stabilization implementation of "A Non-linear filter for gyroscope-based video stabalization"☆78Jul 4, 2022Updated 3 years ago
- Code for data processing used for the experiment in paper "Deepsense: a unified deep learning framework for time-series mobile sensing da…☆29Jul 15, 2017Updated 8 years ago