Convolutional Attention Networks Isolating Multiple Overlapping Targets in Dense Urban Ecos

Disentangling tangled micro-Doppler spectrograms when multiple pedestrians, bicycles, and cars cross paths.

Vision-Transformer Time-Frequency Segmentation

Self-attention transformer blocks segment individual kinematic Doppler tracks, extracting distinct human arm swings from bicycle wheel rotations.

Zero-Shot Biomechanical Activity Recognition

The classifier identifies whether a pedestrian is walking, running, or falling in under 200 milliseconds, streaming instant hazard tags to approaching autonomous vehicles.

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