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Leins, David ; Gibas, Christian; Brück, Rainer; Haschke, Robert: Toward More Robust Hand Gesture Recognition on EIT Data. In: Frontiers in Neurorobotics. Jg.15. 2021
Inhalt
2.1. Electrical Impedance Tomography (EIT) for Hand Gesture Recognition
2.2. Machine Learning Approaches for EIT-Based Gesture Recognition
3. Data Description
3.1. Additionally Recorded Data
3.2. Pre-processing
4. Methods
4.1. Classification Tasks
4.2. Convolutional Neural Networks (CNN)
4.3. Raw Data Analysis
4.4. Iteration Drift Experiment
4.5. Manual Calibrations
4.6. Learned Calibration
4.7. Evaluation and Statistical Relevance
5. Results
5.1. Classification Tasks
5.2. t-SNE Analysis
5.3. Cross-Iteration Drift
5.4. Local and Global Calibration
5.5. Learned Calibration
6. Discussion
7. Conclusion and Outlook
Data Availability Statement
Ethics Statement
Author Contributions
Funding
References