Abstract: In various examples, audio alerts of emergency response vehicles may be detected and classified using audio captured by microphones of an autonomous or semi-autonomous machine in order to identify travel directions, locations, and/or types of emergency response vehicles in the environment. For example, a plurality of microphone arrays may be disposed on an autonomous or semi-autonomous machine and used to generate audio signals corresponding to sounds in the environment. These audio signals may be processed to determine a location and/or direction of travel of an emergency response vehicle (e.g., using triangulation). Additionally, to identify siren types—and thus emergency response vehicle types corresponding thereto—the audio signals may be used to generate representations of a frequency spectrum that may be processed using a deep neural network (DNN) that outputs probabilities of alert types being represented by the audio data.

Abstract: In conventional networked computing systems, stream-processing software is utilized to handle real-time data feeds. For example, a stream-processing software may sort incoming data feeds into data logs, which are then consumed by various application servers within the computing system. However, this consumption process is susceptible to failure as application servers often fail to consume a full payload of data comprising a particular message. As such, a need exists for a streaming architecture with improved fault tolerance. The system provided herein solves the problem via a reliable streaming process, which regularly generates partitions within a series of data lakes. As streaming data is received, the payloads are synced into the different data lakes based on metadata associated with the streaming data. The system can then perform individual quality checks on each partition of data, enabling the system to continuously monitor data quality over time.

Abstract: Techniques are disclosed for coordinating interactions between a user device and a plurality of accessory devices. In one example, a user device receives information identifying one or more accessory devices in communication with the user device. The user device may implement accessory interaction instances for each of the identified accessories. A first accessory interaction instance can be associated with a first accessory among the identified accessories and receive a first audio input from the first accessory corresponding to a user request. The first accessory interaction instance can process a portion of the received audio input and receive a first response from a server computer. The user device may then transmit the first response to the first accessory device.

Abstract: In various examples, one or more interior or occupant monitoring sensors may be calibrated using one or more display units (e.g., a projector, LED panel, laser robot, heads-up display) that can actively project or display a unique visual pattern and change one or more attributes of the patterns (e.g., shape, color, brightness, size, frame rate, perspective, etc.) without moving the one or more display units. The present techniques may be utilized to iteratively calibrate a sensor using a dynamic visual pattern with one or more visual attributes that vary from iteration to iteration, and/or to interleave different visual patterns in a common region of an overlapping field of view shared by multiple sensors.

Abstract: In conventional networked computing systems, stream-processing software is utilized to handle real-time data feeds. For example, a stream-processing software may sort incoming data feeds into data logs, which are then consumed by various application servers within the computing system. However, this consumption process is susceptible to failure as application servers often fail to consume a full payload of data comprising a particular message. As such, a need exists for a streaming architecture with improved fault tolerance. The system provided herein solves the problem via a reliable streaming process, which regularly generates partitions within a series of data lakes. As streaming data is received, the payloads are synced into the different data lakes based on metadata associated with the streaming data. The system can then perform individual quality checks on each partition of data, enabling the system to continuously monitor data quality over time.

Abstract: In conventional networked computing systems, stream-processing software is utilized to handle real-time data feeds. For example, a stream-processing software may sort incoming data feeds into data logs, which are then consumed by various application servers within the computing system. However, this consumption process is susceptible to failure as application servers often fail to consume a full payload of data comprising a particular message. As such, a need exists for a streaming architecture with improved fault tolerance. The system provided herein solves the problem via a reliable streaming process, which regularly generates partitions within a series of data lakes. As streaming data is received, the payloads are synced into the different data lakes based on metadata associated with the streaming data. The system can then perform individual quality checks on each partition of data, enabling the system to continuously monitor data quality over time.

Abstract: Disclosed herein are method, system, and computer product embodiments for generating a textual summary of a data set based on traversing a decision tree according to sequence and rank numbers related to a query. Subsets of the data set may receive a rank number indicating the relevancy of the subset of data to the query. In response to traversing the desicion tree, a textual summary representative of the data set and subsets of data may be generated and displayed. The textual summary may also include a course of action recommendation based on the culmination of the data set and relevant data subsets.

Abstract: Techniques are disclosed for coordinating interactions between a user device and a plurality of accessory devices. In one example, a user device receives information identifying one or more accessory devices in communication with the user device. The user device may implement accessory interaction instances for each of the identified accessories. A first accessory interaction instance can be associated with a first accessory among the identified accessories and receive a first audio input from the first accessory corresponding to a user request. The first accessory interaction instance can process a portion of the received audio input and receive a first response from a server computer. The user device may then transmit the first response to the first accessory device.

Abstract: Techniques are disclosed for connecting third-party accessories to a cellular-capable device to participate in a telephone call. In one example, a user can voice a request to make a call to an accessory device. The accessory device can transmit the request to a controller device. Upon processing the request, the controller device can identify an appropriate cellular-capable device and instruct the cellular-capable device to place the requested call. The controller device can also instruct the cellular-capable device to establish an audio connection with the accessory device to relay the call audio. In another example, the controller device can listen for a word spoken at the accessory device indicating the end of the call. Upon receiving the end of call word, the controller device can instruct the cellular-capable device to terminate the call. While in the listening state, the controller device may continue processing user requests received at other accessory devices.

Abstract: Techniques are disclosed for connecting third-party accessories to a cellular-capable device to participate in a telephone call. In one example, a user can voice a request to make a call to an accessory device. The accessory device can transmit the request to a controller device. Upon processing the request, the controller device can identify an appropriate cellular-capable device and instruct the cellular-capable device to place the requested call. The controller device can also instruct the cellular-capable device to establish an audio connection with the accessory device to relay the call audio. In another example, the controller device can listen for a word spoken at the accessory device indicating the end of the call. Upon receiving the end of call word, the controller device can instruct the cellular-capable device to terminate the call. While in the listening state, the controller device may continue processing user requests received at other accessory devices.

Abstract: In various examples, systems and method are provided for generation of ground truth gaze data for training in-cabin monitoring systems and applications. A gaze target projector mounted to a known position inside a cabin may be used to project a gaze target onto an interior surface of the cabin. Because a beam of light may be used to produce the projected gaze target, the projected gaze target may be displayed at a projection point on the surface of the cabin interior, even if the surface at the projection point is curved, small, or an irregular shape. Three-dimensional coordinates of a projected gaze target in the cabin coordinate system may be determined and used to label image data that is captured as a projected gaze target is selectively projected onto an interior surface of the cabin and a test occupant's gaze is directed at the projected gaze target.

Abstract: Some techniques are described herein for initially setting up an accessory with a controller. Such techniques have a setup component of a controller establish a relationship with the accessory and facilitate establishment of relationships between applications of the controller and the accessory. In some examples, the setup component causes an accessory management credential to be installed on the accessory so that the accessory can be configured by the setup component to establish a relationship with an application in communication with the setup component. In some examples, such communication between the application and the accessory occurs without further interactions with the setup component.

Abstract: Some techniques are described herein for a setup component of a controller to add accessories to a new ecosystem (e.g., a grouping of one or more accessories and one or more controllers and/or a grouping of one or more accessories to an application) that are already added to another ecosystem. Such techniques can include the setup component maintaining a list of accessories for which the setup component has added to the other ecosystem. Using the list, the setup component adds the accessories in the list to the new ecosystem through communications with the accessories and an application corresponding to the new ecosystem.

Abstract: Some techniques are described herein for a setup component of a controller to add accessories to a new ecosystem (e.g., a grouping of one or more accessories and one or more controllers and/or a grouping of one or more accessories to an application) that are already added to another ecosystem. Such techniques can include the setup component maintaining a list of accessories for which the setup component has added to the other ecosystem. Using the list, the setup component adds the accessories in the list to the new ecosystem through communications with the accessories and an application corresponding to the new ecosystem.

Abstract: Systems and techniques are described herein for audio playback adjustment. For instance, a process can include receiving, by a first device via a proximity based communications system, an identifier associated with an audio playback device, determining that the first device has audio configuration information for the audio playback device, wherein the audio configuration information includes a set of sound effects for adjusting audio playback of the audio playback device, and transmitting, via the proximity based communications system, the audio configuration information for the audio playback device.

Abstract: Some techniques are described herein for initially setting up an accessory with a controller. Such techniques have a setup component of a controller establish a relationship with the accessory and facilitate establishment of relationships between applications of the controller and the accessory. In some examples, the setup component causes an accessory management credential to be installed on the accessory so that the accessory can be configured by the setup component to establish a relationship with an application in communication with the setup component. In some examples, such communication between the application and the accessory occurs without further interactions with the setup component.

Abstract: Some techniques are described herein for a setup component of a controller to add accessories to a new ecosystem (e.g., a grouping of one or more accessories and one or more controllers and/or a grouping of one or more accessories to an application) that are already added to another ecosystem. Such techniques can include the setup component maintaining a list of accessories for which the setup component has added to the other ecosystem. Using the list, the setup component adds the accessories in the list to the new ecosystem through communications with the accessories and an application corresponding to the new ecosystem.

Abstract: Some techniques are described herein for a setup component of a controller to add accessories to a new ecosystem (e.g., a grouping of one or more accessories and one or more controllers and/or a grouping of one or more accessories to an application) that are already added to another ecosystem. Such techniques can include the setup component maintaining a list of accessories for which the setup component has added to the other ecosystem. Using the list, the setup component adds the accessories in the list to the new ecosystem through communications with the accessories and an application corresponding to the new ecosystem.

Abstract: A register management system is coupled to a register. The register management system receives an address and functional data for a write operation to be performed on the register. The functional data includes write bits and mask bits associated with the write bits. One or more mask bits having a first logic state indicate that associated one or more write bits are to be written to the register, respectively. Based on the address, the register management system selects a first half of the register or a second half of the register to perform the write operation. Further, the register management system writes the one or more write bits associated with the one or more mask bits having the first logic state to one or more storage elements of the first half of the register or the second half of the register, respectively.

Abstract: A system and method for evaluating a fragrance product or object provided, wherein the system includes a virtual reality component configured to present a user with a product or object in a virtual reality environment; an optional biometric sensor component configured to obtain the user's biometric data; a wearable scent delivery component configured to deliver a scent to the user; and a digital controller component that synchronizes deliver of the scent with the user's interaction with the product or object in the virtual reality environment.