Gunes Apr 2026

For specific gestures like head nods or shakes, the is considered the distinguishing feature. This "angle feature" represents the trajectory of the head's movement in 2D space. 4. Normalize and Segment Movement is segmented into temporal phases (e.g., neutral →right arrow →right arrow →right arrow

offset). This ensures the machine can recognize when a gesture starts, peaks in intensity, and ends. 5. Fuse Multi-modal Data For specific gestures like head nods or shakes,

Gunes’s work often emphasizes , where facial features are combined with other modalities like body gestures or audio markers (e.g., MFCCs) to improve the accuracy of emotion recognition. ✅ Result Normalize and Segment Movement is segmented into temporal

To capture movement over time, is calculated between two consecutive frames. This process determines the magnitude and direction of pixel movement within the detected facial region. 3. Extract the Angle Feature Fuse Multi-modal Data Gunes’s work often emphasizes ,