Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. An in-home gateway device provides the hub for this connectivity, by connecting and coordinating in-home (and/or in-office) devices and cloud-based services. Creating a “connected environment” via this platform requires coordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer.

Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. Creating a “connected environment” via this platform requires co-ordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer. Time-dependent behaviors, and time-dependent behaviors of groups of devices, may be tested in a simulated environment to identify emergent behaviors and software bugs before they are implemented via the platform, to enhance the user experience.

Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. An in-home gateway device provides the hub for this connectivity, by connecting and co-ordinating in-home (and/or in-office) devices and cloud-based services. Creating a “connected environment” via this platform requires co-ordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer.

Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. An in-home gateway device provides the hub for this connectivity, by connecting and coordinating in-home (and/or in-office) devices and cloud-based services. Creating a “connected environment” via this platform requires co-ordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer.

Abstract: One embodiment of the invention provides an image processing method for use in fitting a deformable shape model to an acquired image. The deformable shape model specifies a set of target points whose motion is governed by the model. The method comprises, for each target point, generating a corresponding response image by: providing a feature detector to locate a given target point within the acquired image, wherein said feature detector includes a random forest comprising one or more decision trees; scanning a patch image across the acquired image to define multiple sampling locations with respect to the acquired image; for each sampling location of the patch image with respect to the acquired image, performing regression voting using the random forest to produce one or more votes for the location of the given target point within the acquired image; and accumulating the regression votes for all of the multiple sampling locations to generate said response image corresponding to the given target point.

Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. An in-home gateway device provides the hub for this connectivity, by connecting and coordinating in-home (and/or in-office) devices and cloud-based services. Creating a “connected environment” via this platform requires co-ordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer.

Abstract: The present invention provides a platform that enables devices, services and applications to be connected together. Creating a “connected environment” via this platform requires co-ordinating multiple device manufacturers and service providers, and multiple standards/protocols. Advantageously, the platform removes the requirement for different manufacturers of different devices to adopt common protocols to enable device connection, and further, the platform removes the burden of configuration away from the consumer. Time-dependent behaviours, and time-dependent behaviours of groups of devices, may be tested in a simulated environment to identify emergent behaviours and software bugs before they are implemented via the platform, to enhance the user experience.

Abstract: One embodiment of the invention provides an image processing method for use in fitting a deformable shape model to an acquired image. The deformable shape model specifies a set of target points whose motion is governed by the model. The method comprises, for each target point, generating a corresponding response image by: providing a feature detector to locate a given target point within the acquired image, wherein said feature detector includes a random forest comprising one or more decision trees; scanning a patch image across the acquired image to define multiple sampling locations with respect to the acquired image; for each sampling location of the patch image with respect to the acquired image, performing regression voting using the random forest to produce one or more votes for the location of the given target point within the acquired image; and accumulating the regression votes for all of the multiple sampling locations to generate said response image corresponding to the given target point.

Abstract: A method of building a statistical shape model by automatically establishing correspondence between a set of two dimensional shapes or three dimensional shapes, the method comprising: a) determining a parameterisation of each shape, building a statistical shape model using the parameterisation, using an objective function to provide an output which indicates the quality of the statistical shape model; performing step a) repeatedly for different parameterisations and comparing the quality of the resulting statistical shape models using output of the objective function to determine which parameterisation provides the statistical shape model having the best quality, wherein the output of the objective function is a measure of the quantity of information required to code the set of shapes using the statistical shape model.