Abstract: A method for determining a region for safe placement of a device in a medical image includes receiving a medical image, detecting at least one anatomic landmark in the medical image using at least one deep convolutional neural network, determining the region for safe placement of the device based on the detected at least one anatomic region using a semantic network, and displaying the region for safe placement of a device on the medical image using a display.

Abstract: A method and apparatus for making bag-type packages from strip web material in which a lead end portion of strip web material is formed around a forward end portion of a mandrel and the sleeve is advanced with the mandrel during at least a portion of the forward stroke of the mandrel. A sleeve opening device on the lead end of the mandrel is extended through the end of the sleeve to open the sleeve and the mandrel is retracted and transversely sealed and severed at a location inwardly of its open end to form a bag. A turret is provided for gripping the open end of the bag at a bag loading station and transferring the bag with its open end up sequentially to a bag filling station and to a top closing and sealing station.

Abstract: A filling machine for filling containers as they are advanced by a conveyor. Valved dispenser assemblies are moved in an upright closed loop course above the conveyor and move in the direction of advance of the conveyor during the lower half of the closed loop course and in the opposite direction during the upper half of the closed loop course. Fluid pressure operated valve actuators are provided for operating the valves on the dispensers between their open and closed positions and control mechanism is provided to control application of fluid pressure to the valve actuators in timed relation to the movement of the dispenser assemblies in their closed loop course. Provision is also made for no container-no fill operation.

Abstract: An apparatus for dispensing material into containers as they are advanced by a conveyor. The dispensing apparatus includes a nozzle having a product outlet at its lower end, a crank connected to the nozzle for moving the nozzle in an upright closed loop course, a dispenser control mounted for oscillation about a swing axis above the crank axis, and mechanism connecting the nozzle to the dispenser control for relative sliding movement so that the nozzle oscillates about the swing axis and also reciprocates relative to the dispenser control as the nozzle is moved in its closed loop course. Valve mechanism on the nozzle is operated between its open and closed positions in response to reciprocation of the nozzle toward and away from the dispenser outlet.