Deep learning methods have made remarkable breakthroughs in machine general and automated driving (AD) particular. However, there are still unsolved problems to guarantee reliability safety of systems, especially effectively incorporate all available information knowledge the task. Knowledge graphs (KG) recently gained significant attention from both industry academia for applications that bene...

With the explosive growth in number of vehicles use, automated license plate recognition (ALPR) systems are required for a wide range tasks such as law enforcement, surveillance, and toll booth operations. The operational specifications these diverse due to differences intended application. For instance, they may need run on handheld devices or cloud servers, operate low light adverse weather c...

Mixed dimensional partial differential equations (PDEs) are coupling unknown fields defined over domains of differing topological dimension. Such naturally arise in a wide range scientific including geology, physiology, biology, and fracture mechanics. PDEs also commonly encountered when imposing non-standard conditions subspace lower dimension, e.g., through Lagrange multiplier. In this articl...