An inventory management system is described. The inventory management system may be configured to use thermal image data to determine that an item was successfully placed in a storage structure. As part of this process, thermal images may be processed to identify instances of temperature differences that correspond to the item. These temperature differences may be evidence of a recent touch by an operator or may be generated by temperature changing devices during item placement.
