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Image Search Results


SHAP-permutation importance scatter plots for all five classification tasks. Features are plotted by mean —SHAP— (y-axis) against permutation-based accuracy drop ΔAccuracy (x-axis), colored by modality (green: ET, blue: EEG, orange: PPG, pink: GSR).

Journal: bioRxiv

Article Title: Classification of Smartphone Interaction Using Multimodal Physiological Signals with a Brain-Body Spatio-Temporal Transformer

doi: 10.64898/2026.05.03.722573

Figure Lengend Snippet: SHAP-permutation importance scatter plots for all five classification tasks. Features are plotted by mean —SHAP— (y-axis) against permutation-based accuracy drop ΔAccuracy (x-axis), colored by modality (green: ET, blue: EEG, orange: PPG, pink: GSR).

Article Snippet: Galvanic skin response/electrodermal activity (GSR/EDA), reflecting sympathetic nervous system arousal associated with behavioral engagement, and PPG, providing cardiac dynamics related to cognitive load and autonomic regulation, were recorded via the BrainVision auxiliary GSR and PPG sensors, respectively.

Techniques:

(a) Synchronous multi-channel PPG sensor module. (b) Multi-wavelength PPG signals measured at an LED-PD distance of 2 mm using the wrist-worn reflective PPG sensor with color filters.

Journal: Journal of Biomedical Optics

Article Title: Color-filter-array-based multispectral photoplethysmography optical sensor and its motion artifact correction algorithm

doi: 10.1117/1.JBO.31.3.037001

Figure Lengend Snippet: (a) Synchronous multi-channel PPG sensor module. (b) Multi-wavelength PPG signals measured at an LED-PD distance of 2 mm using the wrist-worn reflective PPG sensor with color filters.

Article Snippet: Based on the aforementioned simulation results, a compact multi-channel PPG synchronous acquisition sensor module was designed using Altium Designer and fabricated.

Techniques:

Measured spectral transmittance curves of the multi-channel filters integrated into the sensor. (a) 660-nm red-light channel filter. (b) 940-nm infrared-light channel filter. Data provided by the manufacturer.

Journal: Journal of Biomedical Optics

Article Title: Color-filter-array-based multispectral photoplethysmography optical sensor and its motion artifact correction algorithm

doi: 10.1117/1.JBO.31.3.037001

Figure Lengend Snippet: Measured spectral transmittance curves of the multi-channel filters integrated into the sensor. (a) 660-nm red-light channel filter. (b) 940-nm infrared-light channel filter. Data provided by the manufacturer.

Article Snippet: Based on the aforementioned simulation results, a compact multi-channel PPG synchronous acquisition sensor module was designed using Altium Designer and fabricated.

Techniques: