On-Board AI refers to performing AI computations directly on the device, enabling real-time processing. Jetson, developed by NVIDIA, is a GPU-based platform ideal for high-performance tasks like robotics and autonomous driving. Hailo-8 is a low-power AI chip designed for fast inference in lightweight devices like CCTV and IoT sensors. Jetson is developer-friendly and versatile, while Hailo focuses on energy efficiency and speed. Both platforms support AI without relying on the cloud, making them key technologies for Edge AI.

Multi-Modal Tracking is the process of simultaneously using and integrating information from multiple sensor modalities—such as RGB images, thermal cameras, depth sensors, or LiDAR—to robustly track objects over time, even in challenging environments.

The goal of multi-object tracking is to estimate the states of multiple objects, such as locations, velocities, and sizes, while conserving their identifications. We developed confidence-based tracking and online appearance learning, and deep learning algorithms to solve this problem.