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Feature #603

open

Deep Learning based Brain Computer Interface for Silent Speech, SSVEP and Eye Blink Approaches

Added by Kausalya S about 3 years ago. Updated over 2 years ago.

Status:
Resolved
Priority:
Normal
Assignee:
Kausalya S
Start date:
03/26/2023
Due date:
10/20/2023 (over 2 years late)
% Done:

100%

Estimated time:
(Total: 0:00 h)
Planned Due Date:

Subtasks 31 (3 open — 28 closed)

Feature #651: Convolutional Neural Network Model using Spectrogram of EEG Signals DataClosedKausalya S06/07/202307/06/2023

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Feature #652: Basic CNN Model without Augmentation of using Spectrogram EEG Signals DataClosedKausalya S06/13/202307/06/2023

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Feature #653: Created EPOCH 50Hz Notch Only 4096Hz of Sampling Spectrogram EEG DataClosedKausalya S06/07/202306/14/2023

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Feature #697: Signals as an Images Convolutional Neural Network model ClosedKausalya S06/30/202308/03/2023

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Feature #698: Learned and Implemented different parameters tuning of specgram function using Short-time Fourier Transform(STFT)ClosedKausalya S06/16/202306/30/2023

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Feature #704: LSTM Model Implementation using Epoched EEG Signals DataClosedKausalya S03/26/202307/05/2023

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Feature #705: RNN Model based Epoched EEG Signals Data ImplementationClosedKausalya S07/06/202307/18/2023

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Feature #706: GRU Model Implementation using Epoched EEG Signals Data ClosedKausalya S07/06/202307/18/2023

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Feature #707: Transformer Model Implementation using Epoched EEG Signals ClosedKausalya S07/07/202307/14/2023

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Feature #740: Liquid State Machine Model Implementation using Epoched EEG Signals DataResolvedKausalya S07/19/202307/27/2023

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Feature #745: Plotted the LSM Internal working of reservoir state, input to reservoir weights, reservoir to reservoir weights along with scatter and line plot of test data outputResolvedKausalya S07/19/202307/27/2023

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Feature #741: Spiking Neural Network Model Implementation using Epoched EEG Signals DataClosedKausalya S07/27/202308/11/2023

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Feature #767: Spiking Neural Network Model Implementation using different simulationClosedKausalya S07/27/202308/11/2023

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Feature #746: Artificial Neural Network Model Implementation using Epoched EEG Signals DataClosedSudalaimani C07/19/202307/21/2023

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Feature #747: Plotted Evaluation metrics of ROC curve, AUC, F1 Score, Precision Score, Recall Score along with test data outputClosedKausalya S07/19/202307/21/2023

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Feature #757: Siamese Neural Network Twin Model Implementation using EEG Signals Epoched DataResolvedKausalya S07/25/202308/04/2023

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Feature #768: Explored and contacted Wyss Center Decoding Imagined Speech from the Brain project along with JHU AI Projects in HealthcareClosedKausalya S07/26/202308/04/2023

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Feature #769: Restricted Boltzmann Machine (RBM) Implementation using EEG Signals Epoched DataClosedKausalya S07/20/202308/11/2023

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Feature #770: EEGNet (Electroencephalogram Network) Model using Epoched EEG SignalsClosedKausalya S08/02/202308/08/2023

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Feature #772: Added Learning curve, loss and accuracy over epochs, classification report, confusion matrix along with saved model function. ClosedKausalya S08/02/202308/08/2023

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Feature #771: Echo State Network Model Implementation using Epoched EEG SignalsClosedKausalya S07/26/202308/18/2023

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Feature #773: Preparation of Deep Learning Framework Implementation PPT for Subvocal Speech based BMI SystemClosedKausalya S08/01/202308/18/2023

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Feature #774: Deep Learning Integration Pipeline UIClosedKausalya S07/20/202310/20/2023

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Feature #817: Bidirectional Gated Recurrent Unit Model Implementation using EEG Signals Epoched DataClosedKausalya S08/14/202308/18/2023

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Feature #818: Bidirectional Long Short Term Memory Model Implementation using EEG Signals Epoched DataClosedKausalya S08/14/202308/18/2023

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Feature #819: Bidirectional Recurrent Neural Network Model Implementation using EEG Signals Epoched DataClosedKausalya S08/14/202308/18/2023

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Feature #820: Created LSTM Model for Eyeblink ApproachClosedKausalya S08/14/202308/25/2023

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Feature #821: Bidirectional GRU with Attention Mechanism Model ImplementationClosedKausalya S08/16/202308/25/2023

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Feature #822: Bidirectional LSTM with Attention Mechanism Model ImplementationClosedKausalya S08/16/202308/25/2023

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Feature #823: Bidirectional RNN with Attention Mechanism Model ImplementationClosedKausalya S08/16/202308/25/2023

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Feature #824: Added Testing Method in LSTM, ANN,RNN, EEGNet Model for New Subject Data PredictionClosedKausalya S08/09/202308/09/2023

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 #1

Updated by Kausalya S about 3 years ago

LSTM Model Training using Raw EEG Signals Text Data Implementation

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 #2

Updated by Kausalya S about 3 years ago

LSTM Model Training using Feature Selected Data Implementation

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 #3

Updated by Kausalya S about 3 years ago

AutoEncoder Trail Implementation

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 #4

Updated by Dhanya MR about 3 years ago

  • Due date changed from 06/15/2023 to 07/07/2023
  • % Done changed from 30 to 70

LSTM Model Results of Training and Testing Visualization

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 #5

Updated by Kausalya S about 3 years ago

  • Subtask #704 added
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 #6

Updated by Kausalya S about 3 years ago

  • Subtask #705 added
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 #7

Updated by Kausalya S about 3 years ago

  • Subtask #706 added
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 #8

Updated by Kausalya S about 3 years ago

  • Subtask #707 added
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 #9

Updated by Kausalya S about 3 years ago

  • Subject changed from Deep Learning based BCI for silent speech to Deep Learning based Brain Computer Interface for Silent Speech
  • Status changed from New to In Progress
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 #10

Updated by Kausalya S about 3 years ago

  • Subtask #652 added
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 #11

Updated by Kausalya S about 3 years ago

  • Subtask #697 added
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 #12

Updated by Kausalya S about 3 years ago

  • Subtask #653 added
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 #13

Updated by Kausalya S about 3 years ago

  • Subtask #651 added
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 #14

Updated by Kausalya S about 3 years ago

  • Subtask #698 added
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 #15

Updated by Kausalya S about 3 years ago

  • Subtask #740 added
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 #16

Updated by Kausalya S about 3 years ago

  • Subtask #741 added
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 #17

Updated by Kausalya S about 3 years ago

  • Subtask #746 added
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 #18

Updated by Kausalya S about 3 years ago

  • Subtask #757 added
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 #19

Updated by Kausalya S about 3 years ago

  • Subtask #768 added
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 #20

Updated by Kausalya S about 3 years ago

  • Subtask #769 added
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 #21

Updated by Kausalya S about 3 years ago

  • Subtask #771 added
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 #22

Updated by Kausalya S about 3 years ago

  • Subtask #773 added
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 #23

Updated by Kausalya S about 3 years ago

  • Subtask #774 added
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 #24

Updated by Kausalya S about 3 years ago

  • Subtask #770 added
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 #25

Updated by Kausalya S almost 3 years ago

  • Subject changed from Deep Learning based Brain Computer Interface for Silent Speech to Deep Learning based Brain Computer Interface for Silent Speech, SSVEP and Eye Blink Approaches
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 #26

Updated by Kausalya S almost 3 years ago

  • Subtask #817 added
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 #27

Updated by Kausalya S almost 3 years ago

  • Subtask #818 added
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 #28

Updated by Kausalya S almost 3 years ago

  • Subtask #819 added
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 #29

Updated by Kausalya S almost 3 years ago

  • Subtask #820 added
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 #30

Updated by Kausalya S almost 3 years ago

  • Subtask #821 added
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 #31

Updated by Kausalya S almost 3 years ago

  • Subtask #822 added
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 #32

Updated by Kausalya S almost 3 years ago

  • Subtask #823 added
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 #33

Updated by Kausalya S almost 3 years ago

  • Subtask #824 added
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 #34

Updated by Kausalya S over 2 years ago

  • Status changed from In Progress to Resolved
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