getalp / Lightweight-Transformer-Models-For-HAR-on-Mobile-DevicesLinks
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.
☆73Updated 11 months ago
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☆86Updated 4 years ago
- This is the project of "If-ConvTransformer: A Framework for Human Activity Recognition Using IMU Fusion and ConvTransformer"☆43Updated 7 months ago
- An up-to-date & curated list of Awesome IMU-based Human Activity Recognition(Ubiquitous Computing) papers, methods & resources. Please no…☆319Updated 11 months ago
- Transformer for Human Activity Recognition☆76Updated 2 years ago
- Improving Deep Learning for HAR with shallow LSTMs (best paper award), Bock et al., presented at ISWC 2021 (online)☆61Updated 7 months ago
- A lite BERT-like representation model for IMU sensor data☆116Updated last year
- DeepConvLSTM model for sensor-based human activity recognition in Pytorch☆40Updated 6 years ago
- Contrastive Learning (SimCLR) for Human Activity Recognition☆79Updated 4 years ago
- Keras implementation of CNN, DeepConvLSTM, and SDAE and LightGBM for sensor-based Human Activity Recognition (HAR).☆69Updated 2 years ago
- Multimodal human activity recognition using wrist-worn wearable sensors.☆47Updated 5 years ago
- ☆45Updated 11 months ago
- Official code for the UAI 2023 paper "BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation" and the…☆29Updated last year
- ☆24Updated 3 years ago
- This repository provides the codes and data used in our paper "Human Activity Recognition Based on Wearable Sensor Data: A Standardizatio…☆104Updated 6 years ago
- 3-layer-CNN and ResNet with OPPORTUNITY dataset, PAMAP2 dataset, UCI-HAR dataset, UniMiB-SHAR dataset, USC-HAD dataset, and WISDM dataset…☆58Updated 3 years ago
- DANA: Dimension-Adaptive Neural Architecture (UbiComp'21)( ACM IMWUT)☆47Updated 4 years ago
- Code for our IJCAI 2019 paper "A Novel Distribution-Embedded Neural Network for Sensor-Based Activity Recognition".☆17Updated 5 years ago
- The official implementation of paper "Towards a Dynamic Framework for Multi-Sensor-Based Wearable Human Activity Recognition". Accepted b…☆22Updated 3 years ago
- Improving Human Activity Recognition through Self-training with Unlabeled Data☆43Updated 4 years ago
- ☆17Updated 3 years ago
- CZU-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and 10 wearable inertial sensors☆25Updated 3 years ago
- [ECAI 2020] Tensorflow 2.x Implementation of "Human Activity Recognition from Wearable Sensor Data Using Self-Attention"☆49Updated 4 years ago
- Human activity recognition, is a challenging time series classification task. It involves predicting the movement of a person based on se…☆90Updated 5 years ago
- Code for our AAAI-2021 paper "Latent Independent Excitation for Generalizable Sensor-based Cross-Person Activity Recognition".☆41Updated 4 years ago
- Deep Learning-Based Gait Recognition Using Smartphones in the Wild☆122Updated last year
- An up-to-date & curated list of Awesome Human Activity Recognition(Ubiquitous Computing) papers, methods & resources.☆31Updated 4 years ago
- Implementation of Contrastive Self-Supervised Learning for Sensor-based Human Activity Recognition☆26Updated last year
- DeepConvLSTM implemented in python 3 and pytorch☆27Updated 4 years ago
- Attend and Discriminate: Beyond the State-of-the-Art for Human Activity Recognition Using Wearable Sensors☆23Updated 4 years ago
- A collection of datasets, papers, and resources for Generalizable Human Activity Recognition and IMU sensing.☆114Updated 2 weeks ago