Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
Hand gesture recognition applications based on surface electromiographic (sEMG) signals can benefit from on-device execution to achieve faster and more predictable response times and higher energy efficiency. However, deploying state-of-the-art deep learning (DL) models for this task on memory-const...
| Published in: | Sensors |
|---|---|
| Main Authors: | Chen Xie, Alessio Burrello, Francesco Daghero, Luca Benini, Andrea Calimera, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-02-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/1424-8220/23/4/2065 |
Similar Items
STMS-Net: Spatial Temporal Multi-Spectral Network for sEMG Gesture Recognition
by: Wang Sijin, et al.
Published: (2025-01-01)
by: Wang Sijin, et al.
Published: (2025-01-01)
Selection of the Best Set of Features for sEMG-Based Hand Gesture Recognition Applying a CNN Architecture
by: Jorge Arturo Sandoval-Espino, et al.
Published: (2022-06-01)
by: Jorge Arturo Sandoval-Espino, et al.
Published: (2022-06-01)
Improved Multi-Stream Convolutional Block Attention Module for sEMG-Based Gesture Recognition
by: Shudi Wang, et al.
Published: (2022-06-01)
by: Shudi Wang, et al.
Published: (2022-06-01)
SeNic: An Open Source Dataset for sEMG-Based Gesture Recognition in Non-Ideal Conditions
by: Bo Zhu, et al.
Published: (2022-01-01)
by: Bo Zhu, et al.
Published: (2022-01-01)
Multi-Category Gesture Recognition Modeling Based on sEMG and IMU Signals
by: Yujian Jiang, et al.
Published: (2022-08-01)
by: Yujian Jiang, et al.
Published: (2022-08-01)
Organohydrogel‐Based Soft SEMG Electrodes for Algorithm‐Assisted Gesture Recognition
by: Yixin Xu, et al.
Published: (2024-06-01)
by: Yixin Xu, et al.
Published: (2024-06-01)
Optimizing sEMG Gesture Recognition: Leveraging Channel Selection and Feature Compression for Improved Accuracy and Computational Efficiency
by: Yinxi Niu, et al.
Published: (2024-04-01)
by: Yinxi Niu, et al.
Published: (2024-04-01)
sEMG-Based Gesture Classifier Through DTW and Enhanced Muscle Activity Detection
by: Gabriel S. Chaves, et al.
Published: (2024-01-01)
by: Gabriel S. Chaves, et al.
Published: (2024-01-01)
User Training With Error Augmentation for sEMG-Based Gesture Classification
by: Yunus Bicer, et al.
Published: (2024-01-01)
by: Yunus Bicer, et al.
Published: (2024-01-01)
Improved Network and Training Scheme for Cross-Trial Surface Electromyography (sEMG)-Based Gesture Recognition
by: Qingfeng Dai, et al.
Published: (2023-09-01)
by: Qingfeng Dai, et al.
Published: (2023-09-01)
A Novel Dual-Model Adaptive Continuous Learning Strategy for Wrist-sEMG Real-Time Gesture Recognition
by: Yuehan Liu, et al.
Published: (2024-01-01)
by: Yuehan Liu, et al.
Published: (2024-01-01)
Synthesis of sEMG Signals for Hand Gestures Using a 1DDCGAN
by: Mohamed Amin Gouda, et al.
Published: (2023-11-01)
by: Mohamed Amin Gouda, et al.
Published: (2023-11-01)
Intelligent Human-Computer Interaction Based on Surface EMG Gesture Recognition
by: Jinxian Qi, et al.
Published: (2019-01-01)
by: Jinxian Qi, et al.
Published: (2019-01-01)
sEMG-based gesture recognition using multi-stream adaptive CNNs with integrated residual modules
by: Yutong Xia, et al.
Published: (2025-04-01)
by: Yutong Xia, et al.
Published: (2025-04-01)
putEMG—A Surface Electromyography Hand Gesture Recognition Dataset
by: Piotr Kaczmarek, et al.
Published: (2019-08-01)
by: Piotr Kaczmarek, et al.
Published: (2019-08-01)
A Multi-Scale CNN for Transfer Learning in sEMG-Based Hand Gesture Recognition for Prosthetic Devices
by: Riccardo Fratti, et al.
Published: (2024-11-01)
by: Riccardo Fratti, et al.
Published: (2024-11-01)
The Influence of the sEMG Amplitude Estimation Technique on the EMG–Force Relationship
by: Simone Ranaldi, et al.
Published: (2022-05-01)
by: Simone Ranaldi, et al.
Published: (2022-05-01)
Hand gestures classification of sEMG signals based on BiLSTM-metaheuristic optimization and hybrid U-Net-MobileNetV2 encoder architecture
by: Khosro Rezaee, et al.
Published: (2024-12-01)
by: Khosro Rezaee, et al.
Published: (2024-12-01)
ViEMGT: A Novel Transformer Architecture for Enhanced Hand Gesture Recognition From HD-sEMG in Individuals With Traumatic Brain Injury
by: Saman Doostkam, et al.
Published: (2025-01-01)
by: Saman Doostkam, et al.
Published: (2025-01-01)
EMG-based Multi-User Hand Gesture Classification via Unsupervised Transfer Learning Using Unknown Calibration Gestures
by: Haojie Shi, et al.
Published: (2024-01-01)
by: Haojie Shi, et al.
Published: (2024-01-01)
DeepTPA-Net: A Deep Triple Attention Network for sEMG-Based Hand Gesture Recognition
by: Qingqing Li, et al.
Published: (2023-01-01)
by: Qingqing Li, et al.
Published: (2023-01-01)
A Wireless, High-Quality, Soft and Portable Wrist-Worn System for sEMG Signal Detection
by: Zekai Liang, et al.
Published: (2023-05-01)
by: Zekai Liang, et al.
Published: (2023-05-01)
Study on Flexible sEMG Acquisition System and Its Application in Muscle Strength Evaluation and Hand Rehabilitation
by: Chang Liu, et al.
Published: (2022-11-01)
by: Chang Liu, et al.
Published: (2022-11-01)
sEMG-Based Gesture Recognition Using Sigimg-GADF-MTF and Multi-Stream Convolutional Neural Network
by: Ming Zhang, et al.
Published: (2025-06-01)
by: Ming Zhang, et al.
Published: (2025-06-01)
Replay-Based Incremental Learning Framework for Gesture Recognition Overcoming the Time-Varying Characteristics of sEMG Signals
by: Xingguo Zhang, et al.
Published: (2024-11-01)
by: Xingguo Zhang, et al.
Published: (2024-11-01)
sEMG-based automatic characterization of swallowed materials
by: Eman A. Hassan, et al.
Published: (2024-05-01)
by: Eman A. Hassan, et al.
Published: (2024-05-01)
Review of sEMG for Robot Control: Techniques and Applications
by: Tao Song, et al.
Published: (2023-08-01)
by: Tao Song, et al.
Published: (2023-08-01)
A Smartphone-Based sEMG Signal Analysis System for Human Action Recognition
by: Shixin Yu, et al.
Published: (2023-08-01)
by: Shixin Yu, et al.
Published: (2023-08-01)
Study on Noise Reduction and Data Generation for sEMG Spectrogram Based User Recognition
by: Jae-Myeong Kim, et al.
Published: (2022-07-01)
by: Jae-Myeong Kim, et al.
Published: (2022-07-01)
Feature Set to sEMG Classification Obtained With Fisher Score
by: Diana C. Toledo-Perez, et al.
Published: (2024-01-01)
by: Diana C. Toledo-Perez, et al.
Published: (2024-01-01)
A Novel EMG-Based Hand Gesture Recognition Framework Based on Multivariate Variational Mode Decomposition
by: Kun Yang, et al.
Published: (2021-10-01)
by: Kun Yang, et al.
Published: (2021-10-01)
A Novel Surface Electromyographic Signal-Based Hand Gesture Prediction Using a Recurrent Neural Network
by: Zhen Zhang, et al.
Published: (2020-07-01)
by: Zhen Zhang, et al.
Published: (2020-07-01)
Grasping force prediction based on sEMG signals
by: Ruyi Ma, et al.
Published: (2020-06-01)
by: Ruyi Ma, et al.
Published: (2020-06-01)
Identification of lower limb muscle fatigue in basketball players based on sEMG signals
by: Xiao Ma, et al.
Published: (2025-10-01)
by: Xiao Ma, et al.
Published: (2025-10-01)
Wearable and wireless sEMG acquisition system based on the Internet of Medical Things
by: Manuela Gomez-Correa, et al.
Published: (2025-08-01)
by: Manuela Gomez-Correa, et al.
Published: (2025-08-01)
Research on a Calculation Model of Ankle-Joint-Torque-Based sEMG
by: Xu Qiu, et al.
Published: (2024-05-01)
by: Xu Qiu, et al.
Published: (2024-05-01)
The Impact of Load Style Variation on Gait Recognition Based on sEMG Images Using a Convolutional Neural Network
by: Xianfu Zhang, et al.
Published: (2021-12-01)
by: Xianfu Zhang, et al.
Published: (2021-12-01)
Development of an Integrated System of sEMG Signal Acquisition, Processing, and Analysis with AI Techniques
by: Filippo Laganà, et al.
Published: (2024-07-01)
by: Filippo Laganà, et al.
Published: (2024-07-01)
Metrology in sEMG and movement analysis: the need for training new figures in clinical rehabilitation
by: Roberto Merletti
Published: (2024-01-01)
by: Roberto Merletti
Published: (2024-01-01)
Quantification of high and low sEMG spectral components during sustained isometric contraction
by: Álvaro Costa‐García, et al.
Published: (2022-05-01)
by: Álvaro Costa‐García, et al.
Published: (2022-05-01)
Similar Items
-
STMS-Net: Spatial Temporal Multi-Spectral Network for sEMG Gesture Recognition
by: Wang Sijin, et al.
Published: (2025-01-01) -
Selection of the Best Set of Features for sEMG-Based Hand Gesture Recognition Applying a CNN Architecture
by: Jorge Arturo Sandoval-Espino, et al.
Published: (2022-06-01) -
Improved Multi-Stream Convolutional Block Attention Module for sEMG-Based Gesture Recognition
by: Shudi Wang, et al.
Published: (2022-06-01) -
SeNic: An Open Source Dataset for sEMG-Based Gesture Recognition in Non-Ideal Conditions
by: Bo Zhu, et al.
Published: (2022-01-01) -
Multi-Category Gesture Recognition Modeling Based on sEMG and IMU Signals
by: Yujian Jiang, et al.
Published: (2022-08-01)
