One variation of a method for monitoring needle consumption in a surgical space during a surgery includes: accessing a sequence of images captured by a camera facing an inventory field within the surgical space; scanning the sequence of images for needle packages and needles; in response to detecting entry of a needle package into the surgical space in a first image, logging entry of the needle package, labeled as sterile, into the inventory field at a first time and incrementing a sterile packaged needle counter for the needle package according to a first quantity of sterile needles associated with a type of the needle package; and, in response to detecting removal of a first needle from the inventory field in a second image, incrementing a deployed needle counter at a second time succeeding the first time and decrementing the sterile packaged needle counter.