Abstract: 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.

Abstract: 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.

Abstract: Systems and methods for device naming-indicator generation are disclosed. Friendly names for accessory devices, such as smart-home devices, may be utilized to generate formatted text data that includes capitalization and/or punctuation for the friendly names. The formatted text data may be utilized to generate tag data indicating attributes of the friendly name. The tag data and/or contextual data indicating historical usage of the accessory device may be utilized to generate naming indicator(s) for the accessory device. The naming indicator(s) may be utilized, for example, during target inference and/or for communicating with a user about the accessory device.

Abstract: 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.