Presented are systems and methods that accelerate the convolution of an image and similar arithmetic operations by utilizing hardware-specific circuitry that enables a large number of operations to be performed in parallel across a large set of data. In various embodiments, arithmetic operations are further enhanced by reusing data and eliminating redundant steps of storing and fetching intermediate results from registers and memory when performing arithmetic operations.