Abstract: Inventory monitoring systems can include one or more load cells, pressure sensors, and/or force sensors to detect objects on a surface in a storage unit, a communication interface, and one or more processors operably coupled to the one or more load cells and the communication interface. The one or more processors can be configured to receive measurements from the one or more load cells. The inventory monitoring system may identify an object using regression analysis and statistical inference techniques based on the measurements to generate an inventory of items stored in the storage unit, and provide an autonomous, real-time tracking of the inventory to a user via the communication interface.