Search Results for author: Anant Jain

Found 5 papers, 0 papers with code

EEG Cortical Source Feature based Hand Kinematics Decoding using Residual CNN-LSTM Neural Network

no code implementations13 Apr 2023 Anant Jain, Lalan Kumar

In this work, the feasibility of hand kinematics decoding using EEG cortical source signals has been explored for grasp and lift task.

Brain Computer Interface EEG

Subject-Independent 3D Hand Kinematics Reconstruction using Pre-Movement EEG Signals for Grasp And Lift Task

no code implementations5 Sep 2022 Anant Jain, Lalan Kumar

In this study, the hand kinematics decoding for grasp and lift task is performed in three-dimensional (3D) space using scalp electroencephalogram (EEG) signals.

Brain Computer Interface EEG

PreMovNet: Pre-Movement EEG-based Hand Kinematics Estimation for Grasp and Lift task

no code implementations2 May 2022 Anant Jain, Lalan Kumar

Low-frequency signals recorded from non-invasive electroencephalography (EEG) are associated with the neural motor correlation utilised for motor trajectory decoding (MTD).

Brain Computer Interface EEG

Source Aware Deep Learning Framework for Hand Kinematic Reconstruction using EEG Signal

no code implementations25 Mar 2021 Sidharth Pancholi, Amita Giri, Anant Jain, Lalan Kumar, Sitikantha Roy

The ability to reconstruct the kinematic parameters of hand movement using non-invasive electroencephalography (EEG) is essential for strength and endurance augmentation using exosuit/exoskeleton.

Brain Computer Interface EEG +1

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