Fusion-FlowNet: Energy-Efficient Optical Flow Estimation using Sensor Fusion and Deep Fused Spiking-Analog Network Architectures

Chankyu Lee,Adarsh Kumar Kosta,Kaushik Roy,Chankyu Lee,Adarsh Kumar Kosta,Kaushik Roy

Standard frame-based cameras that sample light intensity frames are heavily impacted by motion blur for high-speed motion and fail to perceive scene accurately in high-dynamic range environments. Event-based cameras, on the other hand, overcome these limitations by asynchronously detecting the variation in individual pixel intensities. However, event cameras only capture pixels in motion, leading ...