Abstract: Aspects of the disclosure relate to using machine learning for foreground mask estimation. A computing platform may receive a set of images and corresponding ground truth foreground masks. Using the set of images and the corresponding ground truth foreground masks, the computing platform may train the first neural network to distinguish between image foregrounds and backgrounds, which may result in a first set of foreground masks. For each image and based on a corresponding foreground mask, the computing platform may estimate a first background clean plate. Using the set of images, the first background clean plates, and a set of corresponding ground truth mask images, the computing platform may train a second neural network, which may configure the second neural network to output foreground masks based on video input information. The computing platform may deploy, to an implementation computing device, the second neural network.

Abstract: Aspects of the disclosure relate to using machine learning for foreground mask estimation. A computing platform may receive a set of images and corresponding ground truth foreground masks. Using the set of images and the corresponding ground truth foreground masks, the computing platform may train the first neural network to distinguish between image foregrounds and backgrounds, which may result in a first set of foreground masks. For each image and based on a corresponding foreground mask, the computing platform may estimate a first background clean plate. Using the set of images, the first background clean plates, and a set of corresponding ground truth mask images, the computing platform may train a second neural network, which may configure the second neural network to output foreground masks based on video input information. The computing platform may deploy, to an implementation computing device, the second neural network.

Abstract: The present disclosure relates to systems and methods that involve a rotatable mirror assembly. An example system includes a shaft configured to rotate about a rotational axis. A portion of the shaft can be tapered, either in a stepped profile or a ramped profile. In the surface of the shaft can be one or more circumferentially-indented grooves. The system also includes a mirror body coupled to the tapered shaft via the at least one circumferentially-indented groove. The mirror body is configured to have a polygonal cross-section, and reflective surfaces can be disposed along at least one external surface of the mirror body. Example methods of manufacturing the rotatable mirror assembly are also disclosed.

Abstract: This invention relates to a cistem (1010): More specifically, the invention relates primarily to concealed cisterns for toilets having integrated, and preferably adjustable, dual-flushing and odour extraction capability. The cistem (1010) includes a primary chamber (1020) for storing a volume of liquid, a liquid inlet (1026) for the primary chamber (1020) of the cistem (1010) with liquid, an air outlet (1028) for exhausting air from the primary chamber (1020) of the cistem (1010) operatively during filling; and a liquid outlet (30) through which liquid operatively stowed in the primary chamber (1020) of the cistem is dischargeable. The cistem (1010) further includes a fill valve for controlling liquid supply into the primary chamber from the liquid inlet (1026) and a flush valve (60) for controlling flow through the liquid outlet (30).

Abstract: This invention relates to a cistem (1010): More specifically, the invention relates primarily to concealed cisterns for toilets having integrated, and preferably adjustable, dual-flushing and odour extraction capability. The cistem (1010) includes a primary chamber (1020) for storing a volume of liquid, a liquid inlet (1026) for the primary chamber (1020) of the cistem (1010) with liquid, an air outlet (1028) for exhausting air from the primary chamber (1020) of the cistem (1010) operatively during filling; and a liquid outlet (30) through which liquid operatively stowed in the primary chamber (1020) of the cistem is dischargeable. The cistem (1010) further includes a fill valve for controlling liquid supply into the primary chamber from the liquid inlet (1026) and a flush valve (60) for controlling flow through the liquid outlet (30).

Abstract: A system for enhancing a depth map associated with a 2D image wherein a face detector analyzes the 2D image to determine a position of a face in the 2D image, the system utilizes the position to derive a depth model; and the depth model is combined with the depth map to generate an enhanced depth map.

Abstract: A depth estimation and conversion apparatus and method is provided. Depth of an video may be estimated by extracting feature information from the input video, and estimating the depth of the input video based on the extracted feature information.

Abstract: A toilet bowl or urinal, or water trap has an outlet connected to a source of negative pressure such as an extraction fan, the outlet being located above the water trap in the bowl or urinal and unconnected to either the soil water pipe or the flush water pipe. The inlet to the trap includes a portion below and a portion above the level of the water in the trap.

Abstract: A system for enhancing a depth map associated with a 2D image wherein a face detector analyzes the 2D image to determine a position of a face in the 2D image, the system utilizes the position to derive a depth model; and the depth model is combined with the depth map to generate an enhanced depth map.

Abstract: A method of determining a configuration of stereoscopic rendering parameters in a computer graphics environment by periodically determining the location of data within the viewing frustum and adapting the parameters to generate a stereo render.

Abstract: An internal combustion engine is associated with a remote load indicator which provides an output signal, corresponding to an impending increase in mechanical load. The internal combustion engine includes an air supply system and an electrical processing circuit. The electrical processing circuit is coupled with the load indicator and receives the output signal. The electrical processing circuit controls the air supply system to initiate an increase in an air supply to the internal combustion engine prior to the increase in mechanical load.

Abstract: A method of generating images suitable for use with a multi-view stereoscopic display including the steps of intercepting data passed from an application to an application programming interface, the data representing a scene or object to be displayed on the display; processing the data to render multiple views of the scene or object; creating modified data by modifying the intercepted data to represent the multiple views; and passing the modified data to the application programming interface.

Abstract: Method and apparatus for controlling a cooling fan in a vehicle engine compartment, such as a tractor or combine. A fan control receives inputs from sensors and uses the sensor inputs in determining fan speeds which meet cooling needs while limiting fan energy consumption. Sensor data include at least one of PTO and transmission settings, throttle command and engine speed, and fan speed and air conditioner settings. Sensor data is received and processed in the fan control, which sends the greatest determined fan speed to a fan actuator. When the PTO is activated and the transmission is in park, fan speed can be controlled according to an alternate coolant temperature table. When throttle command is zero and engine speed is above a maximum, fan speed is set at maximum. When air conditioning is activated, fan speed is set at least at a predetermined minimum speed.

Abstract: Method and apparatus for controlling a cooling fan in a vehicle engine compartment, such as a tractor or combine. A fan control receives inputs from sensors and uses the sensor inputs in determining fan speeds which meet cooling needs while limiting fan energy consumption. Sensor data include at least one of PTO and transmission settings, throttle command and engine speed, and fan speed and air conditioner settings. Sensor data is received and processed in the fan control, which sends the greatest determined fan speed to a fan actuator. When the PTO is activated and the transmission is in park, fan speed can be controlled according to an alternate coolant temperature table. When throttle command is zero and engine speed is above a maximum, fan speed is set at maximum. When air conditioning is activated, fan speed is set at least at a predetermined minimum speed.

Abstract: A modular device with an injury pack holder (10) is shown for providing cooling and/or heating therapy to an injury, having a generally tubular shape and open first end (15) and an open second end (16). A plurality of module openings (55a, 55b and 55c) are cut through the injury pack holder (10) and covered with a retention mesh (60). A thermoelectric assembly (75) containing a Peltier device (85), fan (110), radiator (120), first plate (80) and second plate (88), transfers heat energy to a gel pack (95) which cools or heats an area, is installed in one of the module openings (55a, 55b, 55c). A battery pack (99) can be installed in another module opening (55a, 55b, 55c) or can be remotely located for operation of the thermoelectric assembly (75). The thermoelectric assembly (75) can be operated with other power supply devices such as a household adapter (160) or an auto adapter (170).