Abstract: A method of training a neural network for home improvement visualization is disclosed. The method may include receiving a set of annotated images of houses to train the neural network, augmenting the set of annotated images of houses to generate additional annotated images of houses for the neural network, processing the annotates images of houses and the additional annotated images of houses to train the neural network, refining the set of annotated images of houses by detecting the edges elements in the images and adjusting the annotations based on the edge detection, and outputting a trained neural network.

Abstract: Various models may enable a first device to share a device resource with a second device in various contexts, such as sharing computing sessions via terminal services; sharing displays via display mirroring; and sharing input components across devices. However, such techniques often utilize ad hoc sharing models that depend on configuration and/or administrative access of each device; limit the capabilities of such sharing; and/or exhibit security concerns. Instead, a target device may advertise an availability of a target device resource. A host device may request the target device to lend the target device resource to the computing environment of the host device. The target device may reserve the target device resource for the host device, which may then integrate the target device resource into the host computing environment. The model may enable the user to utilize resources even from target devices that the user is not otherwise permitted to use.

Abstract: In many computing scenarios, a user of a primary device may wish to incorporate an auxiliary device in the presentation of an application. Such incorporation may involve a terminal services session that projects the computing environment of the primary device onto the auxiliary device; mirroring the computing environment of the primary device through the auxiliary device; and/or utilizing applications that interoperate with client applications executing on the second device. However, such techniques may not fully reflect the properties of each device, and/or may only apply to particular applications and/or configurations.

Abstract: A method of training a neural network for home improvement visualization is disclosed. The method may include receiving a set of annotated images of houses to train the neural network, augmenting the set of annotated images of houses to generate additional annotated images of houses for the neural network, processing the annotates images of houses and the additional annotated images of houses to train the neural network, refining the set of annotated images of houses by detecting the edges elements in the images and adjusting the annotations based on the edge detection, and outputting a trained neural network.

Abstract: One or more techniques and/or systems are provided for content projection. For example, a communication connection may be established between a primary device (e.g., a smart phone) of a user and a secondary device (e.g., a television). The primary device may identify an interest of the user to view content on the secondary device (e.g., photos for a recently attended concert). The primary device may retrieve the content (e.g., local photos on the smart phone and/or photos remotely retrieved from a social network). The primary device may project a rendering of the content onto a secondary display of the secondary device (e.g., the smart phone may send the rendering over the communication connection to the television for display).

Abstract: A user may interact with a collection of devices that each exhibit particular device properties. Where each device executes and presents an isolated computing environment, inconsistencies may arise in the user interaction by the user with different devices. Alternatively, a terminal server may present a computing environment to various auxiliary devices, but such presentation may fail to utilize some device properties of some devices, and/or may present a computing environment that is not suitable for some devices. Instead, a primary device of the device collection may adapt a primary computing environment to an auxiliary computing environment for each auxiliary device, based upon its device properties. Upon receiving a request to execute an application, the primary device may execute the application within the auxiliary computing environment, and may adapt the application based upon the device properties. The primary device may stream each auxiliary computing environment to the respective auxiliary device.

Abstract: A user may interact with a collection of devices that each exhibit particular device properties. Where each device executes and presents an isolated computing environment, inconsistencies may arise in the user interaction by the user with different devices. Alternatively, a terminal server may present a computing environment to various auxiliary devices, but such presentation may fail to utilize some device properties of some devices, and/or may present a computing environment that is not suitable for some devices. Instead, a primary device of the device collection may adapt a primary computing environment to an auxiliary computing environment for each auxiliary device, based upon its device properties. Upon receiving a request to execute an application, the primary device may execute the application within the auxiliary computing environment, and may adapt the application based upon the device properties. The primary device may stream each auxiliary computing environment to the respective auxiliary device.

Abstract: Various models may enable a first device to share a device resource with a second device in various contexts, such as sharing computing sessions via terminal services; sharing displays via display mirroring; and sharing input components across devices. However, such techniques often utilize ad hoc sharing models that depend on configuration and/or administrative access of each device; limit the capabilities of such sharing; and/or exhibit security concerns. Instead, a target device may advertise an availability of a target device resource. A host device may request the target device to lend the target device resource to the computing environment of the host device. The target device may reserve the target device resource for the host device, which may then integrate the target device resource into the host computing environment. The model may enable the user to utilize resources even from target devices that the user is not otherwise permitted to use.

Abstract: A computing device, and method thereof, may have a first display. A first user input is received from an input device of the computing device. In response, a task manager is displayed, the task manager having representations of respective objects on the computing device. When a second user input is received via the input device, a target representation is selected according to the second user input and an application window of an application corresponding to the target representation is displayed on the second display.

Abstract: Various models may enable a first device to share a device resource with a second device in various contexts, such as sharing computing sessions via terminal services; sharing displays via display mirroring; and sharing input components across devices. However, such techniques often utilize ad hoc sharing models that depend on configuration and/or administrative access of each device; limit the capabilities of such sharing; and/or exhibit security concerns. Instead, a target device may advertise an availability of a target device resource. A host device may request the target device to lend the target device resource to the computing environment of the host device. The target device may reserve the target device resource for the host device, which may then integrate the target device resource into the host computing environment. The model may enable the user to utilize resources even from target devices that the user is not otherwise permitted to use.

Abstract: Various user interfaces and other technologies for interacting with devices that support multiple communication lines can be implemented. Scenarios providing separate communications lines, such as voice over internet protocol (VOIP), social network communications, and the like can be supported. For example, communication-line-separated and communication-line-aggregated user interface paradigms can be supported. Intelligent selection of an appropriate paradigm can support user preferences, conversation user interfaces, and the like. Other features such as communication line defaults can help users deal with multiple communication line scenarios. A consistent, compact user interface for switching communication lines can be supported. Users can interact with their devices more efficiently and with less frustration. A wide variety of use scenarios are supported.

Abstract: A user may interact with a collection of devices that each exhibit particular device properties. Where each device executes and presents an isolated computing environment, inconsistencies may arise in the user interaction by the user with different devices. Alternatively, a terminal server may present a computing environment to various auxiliary devices, but such presentation may fail to utilize some device properties of some devices, and/or may present a computing environment that is not suitable for some devices. Instead, a primary device of the device collection may adapt a primary computing environment to an auxiliary computing environment for each auxiliary device, based upon its device properties. Upon receiving a request to execute an application, the primary device may execute the application within the auxiliary computing environment, and may adapt the application based upon the device properties. The primary device may stream each auxiliary computing environment to the respective auxiliary device.

Abstract: In many computing scenarios, a computing environment of a device may present applications through various presentation components, such as displays, speakers, and headphones. However, navigating among the applications currently presented within the computing environment may be difficult for the user; e.g., for a device presenting many applications on many displays that share an application stack, the application that the user wishes to select may be buried deep within the shared application stack. In accordance with the techniques presented herein, the device may generate an application presentation history for each presentation component, indicating applications that have previously been presented through the presentation component.

Abstract: A user may interact with a collection of devices that each exhibit particular device properties. Where each device executes and presents an isolated computing environment, inconsistencies may arise in the user interaction by the user with different devices. Alternatively, a terminal server may present a computing environment to various auxiliary devices, but such presentation may fail to utilize some device properties of some devices, and/or may present a computing environment that is not suitable for some devices. Instead, a primary device of the device collection may adapt a primary computing environment to an auxiliary computing environment for each auxiliary device, based upon its device properties. Upon receiving a request to execute an application, the primary device may execute the application within the auxiliary computing environment, and may adapt the application based upon the device properties. The primary device may stream each auxiliary computing environment to the respective auxiliary device.

Abstract: A computing device, and method thereof, may have a first display. A first user input is received from an input device of the computing device. In response, a task manager is displayed, the task manager having representations of respective objects on the computing device. When a second user input is received via the input device, a target representation is selected according to the second user input and an application window of an application corresponding to the target representation is displayed on the second display.

Abstract: The manner of presenting a user interface of an application may be significant in many respects. A user interface may be suitable only for some devices (e.g., buttons may be selectable by a pointer, but not on a touch-sensitive display; textboxes may appear too large or too small on different displays), and may satisfy only some user interactions (e.g., a map interface may be usable on a laptop by a stationary user, but not usable in a vehicle while the user is driving). Presented herein are techniques for automatically generating a user interface that is adapted both for the interaction component properties of the device, and the interaction criteria of the user interaction with the user interface. A device may choose the presentation of each element of a user interface based on such information, and generate a user interface matching both the device and the user interaction with the application.

Abstract: One or more techniques and/or systems are provided for content projection. For example, a communication connection may be established between a primary device (e.g., a smart phone) of a user and a secondary device (e.g., a television). The primary device may identify an interest of the user to view content on the secondary device (e.g., photos for a recently attended concert). The primary device may retrieve the content (e.g., local photos on the smart phone and/or photos remotely retrieved from a social network). The primary device may project a rendering of the content onto a secondary display of the secondary device (e.g., the smart phone may send the rendering over the communication connection to the television for display).

Abstract: A user may interact with several devices of a device collection, and may utilize each device in a particular user context, such as driving a vehicle; relaxing at home; and attending meetings in a public location. The user may configure each device according to the user context of the user's interaction with the device. However, devices that are uninformed of the user context of the user's interaction with the device cannot adapt to the user context. Instead, a primary device of the device collection may detect various properties of each auxiliary device of the device collection and determine the user context of the user interaction with the auxiliary device. The primary device transmits to each auxiliary device, for presentation to the user, a user interface with elements of the computing environment adapted according to the user context of the user interaction of the user with the device.

Abstract: Various models may enable a first device to share a device resource with a second device in various contexts, such as sharing computing sessions via terminal services; sharing displays via display mirroring; and sharing input components across devices. However, such techniques often utilize ad hoc sharing models that depend on configuration and/or administrative access of each device; limit the capabilities of such sharing; and/or exhibit security concerns. Instead, a target device may advertise an availability of a target device resource. A host device may request the target device to lend the target device resource to the computing environment of the host device. The target device may reserve the target device resource for the host device, which may then integrate the target device resource into the host computing environment. The model may enable the user to utilize resources even from target devices that the user is not otherwise permitted to use.

Abstract: A user may interact with a collection of devices that each exhibit particular device properties. Where each device executes and presents an isolated computing environment, inconsistencies may arise in the user interaction by the user with different devices. Alternatively, a terminal server may present a computing environment to various auxiliary devices, but such presentation may fail to utilize some device properties of some devices, and/or may present a computing environment that is not suitable for some devices. Instead, a primary device of the device collection may adapt a primary computing environment to an auxiliary computing environment for each auxiliary device, based upon its device properties. Upon receiving a request to execute an application, the primary device may execute the application within the auxiliary computing environment, and may adapt the application based upon the device properties. The primary device may stream each auxiliary computing environment to the respective auxiliary device.