Deep Learning with Convolutional Neural Networks Applied to Electromyography Data: A Resource for the Classification of Movements for Prosthetic Hands

Effect of clinical parameters on the control of myoelectric robotic prosthetic hands

(2016) Manfredo Atzori et al.   JOURNAL OF REHABILITATION RESEARCH AND DEVELOPMENT

Characterization of a Benchmark Database for Myoelectric Movement Classification

(2015) Manfredo Atzori et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Surveying the interest of individuals with upper limb loss in novel prosthetic control techniques

(2015) Susannah M. Engdahl et al.   Journal of NeuroEngineering and Rehabilitation

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Movement Error Rate for Evaluation of Machine Learning Methods for sEMG-Based Hand Movement Classification

(2014) Arjan Gijsberts et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

The Extraction of Neural Information from the Surface EMG for the Control of Upper-Limb Prostheses: Emerging Avenues and Challenges

(2014) Dario Farina et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Stereovision and augmented reality for closed-loop control of grasping in hand prostheses

(2014) Marko Markovic et al.   Journal of Neural Engineering

Electromyography data for non-invasive naturally-controlled robotic hand prostheses

(2014) Manfredo Atzori et al.   Scientific Data

Is Accurate Mapping of EMG Signals on Kinematics Needed for Precise Online Myoelectric Control?

(2013) Ning Jiang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Quantification of Regenerative Peripheral Nerve Interface Signal Transmission

(2013) Melanie G. Urbanchek et al.   PLASTIC AND RECONSTRUCTIVE SURGERY

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Classification of Simultaneous Movements Using Surface EMG Pattern Recognition

(2012) A. J. Young et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Control of Upper Limb Prostheses: Terminology and Proportional Myoelectric Control—A Review

(2012) A. Fougner et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Multi-column deep neural network for traffic sign classification

(2012) Dan Cireşan et al.   NEURAL NETWORKS

Long-term stability of neural prosthetic control signals from silicon cortical arrays in rhesus macaque motor cortex

(2011) Cynthia A Chestek et al.   Journal of Neural Engineering

Myoelectric forearm prostheses: State of the art from a user-centered perspective

(2011) Bart Peerdeman et al.   JOURNAL OF REHABILITATION RESEARCH AND DEVELOPMENT

Electromyogram pattern recognition for control of powered upper-limb prostheses: State of the art and challenges for clinical use

(2011) Erik Scheme et al.   JOURNAL OF REHABILITATION RESEARCH AND DEVELOPMENT

Quantifying Pattern Recognition—Based Myoelectric Control of Multifunctional Transradial Prostheses

(2010) Guanglin Li et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Cognitive vision system for control of dexterous prosthetic hands: Experimental evaluation

(2010) Strahinja Dosen et al.   Journal of NeuroEngineering and Rehabilitation

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Targeted Muscle Reinnervation for Real-time Myoelectric Control of Multifunction Artificial Arms

(2009) Todd A. Kuiken   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Multi-subject / daily-life activity EMG-based control of mechanical hands

(2009) Claudio Castellini et al.   Journal of NeuroEngineering and Rehabilitation

Surface EMG in advanced hand prosthetics

(2008) Claudio Castellini et al.   BIOLOGICAL CYBERNETICS

Decoding of Individuated Finger Movements Using Surface Electromyography

(2008) F.V.G. Tenore et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Multi-channel surface EMG classification using support vector machines and signal-based wavelet optimization

(2007) Marie-Françoise Lucas et al.   Biomedical Signal Processing and Control