Abstract: The disclosure includes embodiments of a method for a certification system for an artificial intelligence (AI) model. According to some embodiments, the method includes analyzing the AI model to determine that the AI model is compliant with the set of metrics. The method includes certifying the AI model responsive to determining that the AI model is compliant with the set of metrics. The set of metrics includes verifying that at least one layer Z of the AI model is invertible. The method includes certifying the AI model responsive to determining that the AI model is compliant with the set of metrics. In some embodiments, if the AI model includes a plurality of layers Z and the set of metrics verify that each of the layers Z is invertible, then AI model is certified as an “invertible AI model.

Abstract: An illustrative system constructs a map that associates pixel locations in a panoramic image to camera modules in a set of camera modules. The map may associate a first pixel location in the panoramic image to a first camera module in the set of camera modules and a second pixel location in the panoramic image to a second camera module in the set of camera modules. The second pixel location borders the first pixel location in the panoramic image. The system blends, based on at least one weight, a pixel value of the first pixel location captured by the first camera module with a pixel value of the second pixel location captured by the second camera module to determine a pixel value for a blended pixel in the panoramic image.

Abstract: A search engine system according to one embodiment includes a slashtag server having a hardware processor and memory storing instructions configured to cause the slashtag server to receive a search query regarding a search of an internet, detect at least one key word in the search query, search the internet based on the at least one key word, analyze results of the search query to determine relevant filter criteria in the results of the search query, generate an alternative search query based on the relevant filter criteria, and send the web server the alternative search query, where the alternative search query includes a search operator wrapped in a predetermined syntax and inserted by the slashtag server, and where a last entered key word of the at least one key word in the search query is removed such that it is not included in the alternative search query.

Abstract: The disclosure includes a system and method for generating virtual reality content. For example, the disclosure includes a method for generating virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data with a processor-based computing device programmed to perform the generating, providing the virtual reality content to a user, detecting a location of the user's gaze at the virtual reality content, and suggesting an advertisement based on the location of the user's gaze. Another example includes receiving virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data to a first user with a processor-based computing device programmed to perform the receiving, generating a social network for the first user, and generating a social graph that includes user interactions with the virtual reality content.

Abstract: The disclosure includes a camera array comprising camera modules, the camera modules comprising a master camera that includes a processor, a memory, a sensor, a lens, a status indicator, and a switch, the switch configured to instruct each of the camera modules to initiate a start operation to start recording video data using the lens and the sensor in the other camera modules and the switch configured to instruct each of the camera modules to initiate a stop operation to stop recording, the status indicator configured to indicate a status of at least one of the camera modules. Lens distortion effects may be removed from the frames described by the video data. The camera modules of the camera array are configured to provide a 3× field of view overlap.

Abstract: An illustrative system constructs a map that associates pixel locations in a panoramic image to camera modules in a set of camera modules. The map may associate a first pixel location in the panoramic image to a first camera module in the set of camera modules and a second pixel location in the panoramic image to a second camera module in the set of camera modules. The second pixel location borders the first pixel location in the panoramic image. The system blends, based on at least one weight, a pixel value of the first pixel location captured by the first camera module with a pixel value of the second pixel location captured by the second camera module to determine a pixel value for a blended pixel in the panoramic image.

Abstract: The disclosure includes a camera array comprising camera modules, the camera modules comprising a master camera that includes a processor, a memory, a sensor, a lens, a status indicator, and a switch, the switch configured to instruct each of the camera modules to initiate a start operation to start recording video data using the lens and the sensor in the other camera modules and the switch configured to instruct each of the camera modules to initiate a stop operation to stop recording, the status indicator configured to indicate a status of at least one of the camera modules.

Abstract: The disclosure includes generating a stream of panoramic images. A method includes determining a first matching camera module. The method includes constructing a first camera map that associates a first pixel location in a first panoramic image to the first matching camera module, wherein the first pixel location corresponds to the point in a panorama from a first viewing direction. The method includes generating, based on the first camera map, a stream of first panoramic images.

Abstract: A camera system is configured to capture video content with 360 degree views of an environment. The camera array comprises a housing including a first quadrant, a second quadrant, a third quadrant, and a fourth quadrant, wherein each of the first quadrant, the second quadrant, the third quadrant, and the fourth quadrant form a plurality of apertures, a chassis bottom that is removably coupled to the housing, and a plurality of camera modules, each camera module comprising a processor, a memory, a sensor, and a lens, wherein each of the camera modules is removably coupled to one of the plurality of apertures in the housing, wherein the first quadrant, the second quadrant, the third quadrant, and the fourth quadrant each include a subset of the plurality of camera modules. Each of the plurality of camera modules includes a heat sink.

Abstract: Systems and method for searching a network, including, via a server in communication with at least one data storage and a network, receiving search criteria via the network, retrieving sub search criteria related to the search criteria from the data storage, retrieving search results from the at least one data storage using the search criteria, retrieving sub search results from the at least one data storage, using the sub search criteria, organizing the search results and sub search results according to the sub search criteria, and causing display, via the network, of the organized search results and sub search results, grouped by sub search criteria.

Abstract: An illustrative method includes at least one processor receiving video data that describes a set of images captured by a set of camera modules of a camera array, stitching the set of images together, based on relative positions of the camera modules, to generate three-dimensional (3D) video content, and correcting lens distortion to remove one or more lens distortion effects from the set of images or the 3D video content. Corresponding methods and systems are described.

Abstract: A search engine system, including a slash-tag server. The server can be configured to receive a query including at least one key word from a user, generate an alternative search query, based on the at least one key word in the search query received from the user. The alternative search query may include at least one slashtag associated with the at least one key word for use in searching unaltered internet documents. Also, it may launch a search query using the alternative search query. Further, a web server could be configured to retrieve content from one or more nodes of at least one database cluster, based on the launched search query, generate a first search result, based on the alternative search query, and cause display of the first search result in a web browser.

Abstract: A machine learning tool uses dithered quantization of parameters during training of a machine learning model such as a neural network. The machine learning tool receives training data and initializes certain parameters of the machine learning model (e.g., weights for connections between nodes of a neural network, biases for nodes). The machine learning tool trains the parameters in one or more iterations based on the training data. In particular, in a given iteration, the machine learning tool applies the machine learning model to at least some of the training data and, based at least in part on the results, determines parameter updates to the parameters. The machine learning tool updates the parameters using the parameter updates and a dithered quantizer function, which can add random values before a rounding or truncation operation.

Abstract: The disclosure includes a system and method for generating virtual reality content. For example, the disclosure includes a method for generating virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data with a processor-based computing device programmed to perform the generating, providing the virtual reality content to a user, detecting a location of the user's gaze at the virtual reality content, and suggesting an advertisement based on the location of the user's gaze. Another example includes receiving virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data to a first user with a processor-based computing device programmed to perform the receiving, generating a social network for the first user, and generating a social graph that includes user interactions with the virtual reality content.

Abstract: The disclosure includes a system and method for receiving viewing data that describes a location of a first user's gaze while viewing virtual reality content. The method also determining an object of interest in the virtual reality content based on the location of the first user's gaze. The method also includes generating a social network that includes the first user as a member of the social network. The method also includes performing an action in the social network related to the object of interest.

Abstract: The disclosure includes a system and method for receiving viewing data that describes a location of a first user's gaze while viewing virtual reality content. The method also determining an object of interest in the virtual reality content based on the location of the first user's gaze. The method also includes generating a social network that includes the first user as a member of the social network. The method also includes performing an action in the social network related to the object of interest.

Abstract: The disclosure includes a camera array comprising camera modules, the camera modules comprising a master camera that includes a processor, a memory, a sensor, a lens, a status indicator, and a switch, the switch configured to instruct each of the camera modules to initiate a start operation to start recording video data using the lens and the sensor in the other camera modules and the switch configured to instruct each of the camera modules to initiate a stop operation to stop recording, the status indicator configured to indicate a status of at least one of the camera modules. Lens distortion effects may be removed from the frames described by the video data. The camera modules of the camera array are configured to provide a 3× field of view overlap.

Abstract: The disclosure includes a camera array comprising camera modules, the camera modules comprising a master camera that includes a processor, a memory, a sensor, a lens, a status indicator, and a switch, the switch configured to instruct each of the camera modules to initiate a start operation to start recording video data using the lens and the sensor in the other camera modules and the switch configured to instruct each of the camera modules to initiate a stop operation to stop recording, the status indicator configured to indicate a status of at least one of the camera modules. Lens distortion effects may be removed from the frames described by the video data. The camera modules of the camera array are configured to provide a 3× field of view overlap.

Abstract: The disclosure includes a camera array comprising camera modules, the camera modules comprising a master camera that includes a processor, a memory, a sensor, a lens, a status indicator, and a switch, the switch configured to instruct each of the camera modules to initiate a start operation to start recording video data using the lens and the sensor in the other camera modules and the switch configured to instruct each of the camera modules to initiate a stop operation to stop recording, the status indicator configured to indicate a status of at least one of the camera modules. The camera modules of the camera array are configured to provide a 3× field of view overlap.

Abstract: The disclosure includes a system and method for generating virtual reality content. For example, the disclosure includes a method for generating virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data with a processor-based computing device programmed to perform the generating, providing the virtual reality content to a user, detecting a location of the user's gaze at the virtual reality content, and suggesting an advertisement based on the location of the user's gaze. Another example includes receiving virtual reality content that includes a stream of three-dimensional video data and a stream of three-dimensional audio data to a first user with a processor-based computing device programmed to perform the receiving, generating a social network for the first user, and generating a social graph that includes user interactions with the virtual reality content.