Aspects of the disclosure relate to controlling a transition between a manual driving mode and an autonomous driving mode of a vehicle. For instance, one or more processors of one or more control computing devices may control the vehicle in the autonomous driving mode. While controlling the vehicle in the autonomous driving mode and decelerating at a given rate, the processors may receive at a user input of the vehicle input requesting a transition from the autonomous driving mode to the manual driving mode. In response to the input, the processors may transition the vehicle to the manual driving mode. After transitioning the vehicle to the manual driving mode, the processors may send deceleration signals to a deceleration actuator thereby causing the vehicle to continue to decelerate at the given rate.

A vehicle computing unit and method for collision avoidance. The method includes calculating a dynamic trajectory of a vehicle, wherein the dynamic trajectory of the vehicle indicates a projected movement path of the vehicle; determining whether at least one risk location is within the dynamic trajectory of the vehicle; operating the vehicle based on a driving decision selected from among a first driving decision and a second driving decision when at least one risk location is within the dynamic trajectory of the vehicle, wherein the first driving decision is determined based on inputs by an operator of the vehicle, wherein the second driving decision is determined by a vehicle computing unit of the vehicle; and operating the vehicle based on the inputs by the operator of the vehicle when no risk location is within the dynamic trajectory of the vehicle.

An apparatus and method for communicating with third parties external to autonomous vehicles are disclosed. In one aspect, the apparatus may be configured to receive a signal from a first user interface mounted to an exterior of an autonomous vehicle, establish a two way communication between the first user interface and a remote system, authenticate a third party, and in response to the third party being authenticated, establish a connection with a second user interface.

System, methods, and other embodiments described herein relate to improving the training of a driver during an automated driving system mode. In one embodiment, a method includes generating, in association with a maneuver by the driver that is a takeover of a vehicle, an automated motion plan associated with the maneuver. The method also includes determining if the automated motion plan is valid based, at least in part, on a condition that one or more parameters of a reliability model satisfy a threshold. The one or more parameters may be associated with the vehicle and a driving environment. The method also includes notifying the driver that the maneuver was unnecessary using a notification signal if the one or more parameters satisfy the threshold.

A vehicle control method is disclosed. The vehicle control method includes: while controlling the driving of a vehicle taking control of itself, determining if there is a need to hand over the control of driving to a passenger in the vehicle; if it is determined that there is a need to hand over the control of driving to a passenger in the vehicle, selecting at least one of passengers to whom the control of driving may be handed over; determining an order of priority in handing over the control of driving by taking into consideration the at least one selected passenger's occupancy state information; handing over the control of driving to a top priority passenger according to the order of priority; and controlling the driving environment by taking into consideration the top priority passenger's occupancy state information.

System, methods, and other embodiments described herein relate to improving the training of a driver during an automated driving system mode. In one embodiment, a method includes generating, in association with a maneuver by the driver that is a takeover of a vehicle, an automated motion plan associated with the maneuver. The method also includes determining if the automated motion plan is valid based, at least in part, on a condition that one or more parameters of a reliability model satisfy a threshold. The one or more parameters may be associated with the vehicle and a driving environment. The method also includes notifying the driver that the maneuver was unnecessary using a notification signal if the one or more parameters satisfy the threshold.

A driving assistance method includes: extracting a point where a travel lane of a host vehicle joins another lane on a planned travel route of the host vehicle, as a high difficulty point where autonomous driving is difficult; and guiding switching of a traveling state of the host vehicle from autonomous driving to manual driving, at a point located at a predetermined distance before the high difficulty point.

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for managing user intervention for a vehicle are provided. One of the methods includes: receiving an instruction to initiate an intervention session from a server, and providing, in response to receiving the instruction, a user interface associated with the intervention session for display on a terminal associated with the vehicle. The method further includes detecting, at the terminal, a user interaction corresponding to a command associated with operation of the vehicle, and generating a decision associated with the operation of the vehicle based at least in part on the command.

Disclosed is a control authority transfer apparatus of an autonomous vehicle, including a memory storing data on a plurality of users, and at least one processor setting driving operation priorities based on the data, wherein, in the state in which at least a part of autonomous driving control has failed, upon determining that a main user is in a state of being incapable of performing driving operation, the processor selects a first sub-user among a plurality of sub-users as a driving operation user according to the driving operation priorities, and selects a first device matching the first sub-user as a driving operation device.

The present disclosure discloses a driving device, a driving device control method and apparatus, and a storage medium. The method includes: determining whether an automatic driving state is currently available; if yes, detecting whether a user operates an acceleration controller; if the user operates the acceleration controller, receiving an output signal of the acceleration controller in real time; and finally, changing a driving speed based on a simulated acceleration control signal. According to the present disclosure, an operation on the acceleration controller can be used as an acceleration/deceleration operation in the automatic driving state, thereby improving user experience and market competitiveness.