Abstract: A method includes obtaining training data for a classifier, the training data comprises one or more target classes, obtaining candidate background classes, selecting negative classes from the candidate background classes, wherein the negative classes exclude candidate background classes that are close to the target classes, wherein the negative classes exclude candidate background classes that are very different from the target classes, and wherein the negative classes include candidate background classes that are similar to the target classes, and training the classifier on a combined set of the selected negative classes and target classes.

Abstract: To provide audio information regarding locations within a geographic area, a client device provides an interactive three-dimensional (3D) display of panoramic street level imagery for a geographic area via a user interface. The panoramic street level imagery includes one or more landmarks. The client device receives a request for audio information describing a selected landmark within the interactive 3D display, and obtains the audio information describing the selected landmark from a server device in response to the request. Then the client device automatically presents the received audio information describing the selected landmark.

Abstract: To provide audio information regarding locations within a geographic area, a client device provides an interactive three-dimensional (3D) display of panoramic street level imagery for a geographic area via a user interface. The panoramic street level imagery includes one or more landmarks. The client device receives a request for audio information describing a selected landmark within the interactive 3D display, and obtains the audio information describing the selected landmark from a server device in response to the request. Then the client device automatically presents the received audio information describing the selected landmark.

Abstract: To provide audio information regarding locations within a geographic area, a client device provides an interactive three-dimensional (3D) display of panoramic street level imagery for a geographic area via a user interface. The panoramic street level imagery includes one or more landmarks. The client device receives a request for audio information describing a selected landmark within the interactive 3D display, and obtains the audio information describing the selected landmark from a server device in response to the request. Then the client device automatically presents the received audio information describing the selected landmark.

Abstract: To provide audio information regarding locations within a geographic area, a client device provides an interactive three-dimensional (3D) display of panoramic street level imagery for a geographic area via a user interface. The panoramic street level imagery includes one or more landmarks. The client device receives a request for audio information describing a selected landmark within the interactive 3D display, and obtains the audio information describing the selected landmark from a server device in response to the request. Then the client device automatically presents the received audio information describing the selected landmark.

Abstract: A method includes obtaining a first classifier trained on a first dataset having a first dataset class, the first classifier having a plurality of first parameters, obtaining a second dataset having a second dataset class, loading the first parameters into a second classifier, merging a subset of the first dataset class and the second dataset class into a merged class, and training the second classifier using the merged class.

Abstract: A method includes obtaining training data for a classifier, the training data comprises one or more target classes, obtaining candidate background classes, selecting negative classes from the candidate background classes, wherein the negative classes exclude candidate background classes that are close to the target classes, wherein the negative classes exclude candidate background classes that are very different from the target classes, and wherein the negative classes include candidate background classes that are similar to the target classes, and training the classifier on a combined set of the selected negative classes and target classes.

Abstract: In the case of a control unit for a vehicle heating or air-conditioning unit having a vehicle-borne monitor permitting access to different display and control menus, in addition to a selection possibility for an automatic program by way of an automatic key, an individual adjusting possibility is provided for the temperature distribution and/or air distribution in different zones of the vehicle interior which can be displayed and selected on the vehicle-borne monitor. The different zones of the vehicle interior can be selected by way of a control element by means of a symbolic representation on the vehicle-borne monitor. An air quantity selector is provided which is arranged in a hidden manner with respect to a temperature selector constructed as a rotary-type knob.