Abstract: An information processing method includes acquiring first output data for input data of first learning model, reference data for the input data, and second output data for the input data of second learning model obtained by converting first learning model; calculating first difference data corresponding to a difference between the first difference data and the reference data and second difference data corresponding to a difference between the second output data and the reference data; and training first learning model with use of the first difference data and the second difference data.

Abstract: An information processing method includes: obtaining, from a mobile object, (i) at least one of operation information of the mobile object and traveling information indicating a traveling route taken by the mobile object, and (ii) sensor data obtained by sensing of the traveling route using a sensor included in the mobile object; causing a learning model to learn, using (i) the at least one of the operation information and the traveling information, and (ii) the sensor data as input, at least one of operation performed on and movement made by the mobile object using the sensor data obtained by sensing of the traveling route; generating, according to a number of times the learning model is trained, presentation information indicating the input required before the learning model completes learning about the traveling route; and causing a presentation device to present the presentation information.

Abstract: An information processing device includes: a processor configured to: obtain sensor data; determine partial data; input the sensor data to an input layer of a first neural network recognition model; input the partial data to an input layer of a second neural network recognition model; align second intermediate output data from a second intermediate layer of the second neural network recognition model, relative to first intermediate output data from a first intermediate layer of the first neural network recognition model; generate intermediate input data from the first intermediate output data and the second intermediate output data aligned; and input the intermediate input data to a third intermediate layer of the first neural network recognition model subsequent to the first intermediate layer.

Abstract: Provided is an information processing system configured to: obtain a first recognition result of an object based on sensor data from first sensor; obtain a second recognition result of an object based on sensor data from a second sensor different from the first sensor; perform a first determination of determining a degree of similarity between the first and second recognition results; control, in accordance with a result of the first determination, a fusion process of fusing the first and second recognition results; and output at least one of the first recognition result, the second recognition result, and a third recognition result, in accordance with the result of the first determination. The third recognition result is a fusion of the first and second recognition results.

Abstract: An information processing apparatus processes information regarding autonomous driving, considering the state of a battery in a vehicle. The information processing apparatus obtains power consumption information indicating an amount of power consumption of a module used in autonomous driving of the vehicle using unit-power consumption information of the module and destination information indicating a place to which the vehicle is to travel. Then, the information processing apparatus obtains output information using the power consumption information and outputs the output information.

Abstract: An information processing method includes acquiring, from a device mounted on a vehicle, manual driving information indicating vehicle control for manual driving through a driving route section of the vehicle, acquiring from a device mounted on a vehicle, sensor information acquired via sensing on the vehicle through the driving route section. The information processing method further includes generating automated driving information indicating vehicle control for automated driving through the driving route section, based on the sensor information, and generating automated driving possibility information indicating a possibility of the automated driving through the driving route section, based on the manual driving information and the automated driving information.

Abstract: An information processing apparatus of a vehicle obtains a sensing result from a sensor that senses the path of travel, and receives a result of sensing the path of travel of the vehicle from an external device such as another vehicle. It is determined whether the state of the vehicle at a specific point in time is a first state in which the sensing result obtained from the sensor meets a predetermined condition. If the state of the vehicle is determined to be the first state, first information for controlling the movement of the vehicle is generated based on the sensing result obtained from the sensor. If the state of the vehicle is determined not to be the first state, the first information is generated based on the sensing result received from the external device. Then, the first information is output.