This library provides Extended Kalman Filter implementations designed for state estimation in robotics and computer vision systems. It features symbolic Jacobian computation using SymPy to eliminate manual derivative calculation errors when linearizing non-linear dynamic systems. The framework specifically targets 3D localization, visual odometry, and SLAM applications, supporting quaternion-based orientation tracking alongside traditional euler angle representations.