However, in the current architecture, updating chip functions on the end device is highly coupled with the local microprocessor in both hardware and software aspects, leading to inadequate flexibility ...

Compressive sensing has been widely explored for image reconstruction; however, compressed samples themselves contain relevant signal information and, hence, could be exploited for inference purposes.