A method for training a classification device, the method comprising: receiving classification device constraints at an intermediary device; receiving training data at the intermediary device; matching the training data to the classification device constraints to provide constrained training data; mapping the constrained training data to classification device functionality to provide a command model; and transmitting the command model to the classification device.

Systems and methods for predicting travel patterns of a vehicle or one or more occupants in the vehicle are provided. A transceiver may receive data indicative of at least one of passenger information, vehicle occupancy, vehicle status, and vehicle location from at least one of a voice recognition device, IoT sensors such as seat sensors, vehicle status sensors, or a GPS system. A processor may determine travel patterns based on the data, predict travel patterns based on the determined travel patterns, and generate a database comprising the predicted travel patterns. In addition, the processor may generate an alert if the determined travel pattern deviates from the predicted travel patterns.

An opening/closing control apparatus includes a directional microphone having a sound collecting device disposed on a vehicle and configured to collect sound outside the vehicle. The directional microphone further has directivity upward from a horizontal plane that includes a mounting position of the sound collecting device. The opening/closing control apparatus further includes a control circuit configured to control operation of one of a door and a lock of the vehicle, based on a recognition result obtained by performing speech recognition with respect to an audio signal detected by the directional microphone.

Systems and methods are provided for recording video of a driver in a vehicle and a surrounding visual field of the driver. The system includes a detachable body coupled to a windshield of a vehicle. The system further includes three or more cameras coupled to the detachable body. The three or more cameras are configured to capture surrounding views from the detachable body. One of the three or more cameras faces a driver seat of the vehicle in response to the detachable body being coupled to the windshield of the vehicle. The video may be processed by the system, the cloud, or a combination of them.

A key fob for controlling operation of a motor vehicle includes a pushbutton that responds to being pushed by causing a signal to be transmitted to the motor vehicle. The signal requests that the motor vehicle perform a predetermined operation. The key fob includes a microphone detecting audible speech from a user and transmitting a signal based on the detected speech to an automatic speech recognition system such that the automatic speech recognition system can recognize in the signal a request that the motor vehicle perform the predetermined operation.

A system for operating an automobile comprising a transponder having a user interface to receive commands from a user and operating as a virtual assistant, wherein the commands comprise commands for operation of a door of the automobile and a microprocessor in the automobile responsive to the transponder. The system for operating an automobile further comprising a detector subsystem configured to determine a potential strike of an object based on a determined distance to the object, wherein the microprocessor receives a communication from the transponder and wherein the automobile is configured to send a command to a door of the automobile in response to the communication. Further, the system in the automobile is configured to avoid the potential strike determined by the detector system by limiting the operation of the door and producing an alert to a user as to the potential strike.

A computer includes a processor and a memory, the memory storing instructions executable by the processor to collect biometric data of a vehicle user, identify a set of user-specific data from one or more stored sets of user-specific data based on the biometric data, and receive a request for a stored location. When the biometric data of the vehicle user match the stored biometric data, the instructions include instructions to display the requested location. When the biometric data of the vehicle user do not match the stored biometric data, the instructions include instructions to identify an offset location based on the requested location and a population density of the requested location and display the offset location.

A biometric corroborator receives an enhanced sound file, a vehicular data provided by a vehicle, and telemetry data provided by the vehicle to a telematics server. It then uses these to corroborate each other before deciding whether to authenticate a proposed transaction.

Systems and methods are provided for recording video of a driver in a vehicle and a surrounding visual field of the driver. The system includes a detachable body coupled to a windshield of a vehicle. The system further includes three or more cameras coupled to the detachable body. The three or more cameras are configured to capture surrounding views from the detachable body. One of the three or more cameras faces a driver seat of the vehicle in response to the detachable body being coupled to the windshield of the vehicle. The video may be processed by the system, the cloud, or a combination of them.

A system and method of responding to a vocal utterance may include capturing and converting the utterance to word(s) using a language processing method, such as natural language processing. The context of the utterance and of the system, which may include multimodal inputs, may be used to determine the meaning and intent of the words.