Systems and methods to obtain feedback in response to autonomous vehicle failure events
The present disclosure provides systems and methods to obtain feedback descriptive of autonomous vehicle failures. In particular, the systems and methods of the present disclosure can detect that a vehicle failure event occurred at an autonomous vehicle and, in response, provide an interactive user interface that enables a human located within the autonomous vehicle to enter feedback that describes the vehicle failure event. Thus, the systems and methods of the present disclosure can actively prompt and/or enable entry of feedback in response to a particular instance of a vehicle failure event, thereby enabling improved and streamlined collection of information about autonomous vehicle failures.
1. An autonomous vehicle computing system for an autonomous vehicle, comprising:
a microphone;
one or more processors; and
one or more non-transitory computer-readable media that store instructions that are executable by the one or more processors to cause the computing system to perform operations, the operations comprising:
determining a human intervention event in which a human driver assumed control of the autonomous vehicle;
outputting, using an interface device and responsive to determining the human intervention event, a prompt for the human driver to provide feedback;
obtaining, using the microphone, a voice response that includes feedback regarding autonomous driving behavior of the vehicle; and
associating the voice response with data collected by the autonomous vehicle over a time window prior to the human intervention event.
2. The autonomous vehicle computing system of claim 1 , wherein outputting the prompt comprises rendering the prompt on a display device.
3. The autonomous vehicle computing system of claim 1 , wherein outputting the prompt comprises rendering a prompt on a display device while also rendering navigational information in a navigational portion of the user interface.
4. The autonomous vehicle computing system of claim 2 , the operations comprising:
determining that a predefined period has elapsed after rendering the prompt; and
dismissing the prompt.
5. The autonomous vehicle computing system of claim 1 , wherein outputting the prompt comprises rendering an audio-based prompt.
6. The autonomous vehicle computing system of claim 5 , wherein rendering the audio-based prompt comprises initiating a voice conversation using a personal assistant system.
7. The autonomous vehicle computing system of claim 1 , the operations comprising:
transmitting the voice response and the data collected by the autonomous vehicle to a training computing system for training a machine-learned model.
8. One or more non-transitory computer-readable media that store instructions that are executable by one or more processors to cause a computing system to perform operations, the operations comprising:
determining a human intervention event in which a human driver assumed control of the autonomous vehicle;
outputting, using an interface device and responsive to determining the human intervention event, a prompt for the human driver to provide feedback;
obtaining, using a microphone, a voice response that includes feedback regarding autonomous driving behavior of the vehicle; and
associating the voice response with data collected by the autonomous vehicle over a time window prior to the human intervention event.
9. The one or more non-transitory computer-readable media of claim 8 , wherein outputting the prompt comprises rendering the prompt on a display device.
10. The one or more non-transitory computer-readable media of claim 8 , wherein outputting the prompt comprises rendering a prompt on a display device while also rendering navigational information in a navigational portion of the user interface.
11. The one or more non-transitory computer-readable media of claim 9 , the operations comprising:
determining that a predefined period has elapsed after rendering the prompt; and
dismissing the prompt.
12. The one or more non-transitory computer-readable media of claim 8 , wherein outputting the prompt comprises rendering an audio-based prompt.
13. The one or more non-transitory computer-readable media of claim 12 , wherein rendering the audio-based prompt comprises initiating a voice conversation using a personal assistant system.
14. The one or more non-transitory computer-readable media of claim 8 , the operations comprising:
transmitting the voice response and the data collected by the autonomous vehicle to a training computing system for training a machine-learned model.
15. A computer-implemented method, comprising:
determining a human intervention event in which a human driver assumed control of the autonomous vehicle;
outputting, using an interface device and responsive to determining the human intervention event, a prompt for the human driver to provide feedback;
obtaining, using a microphone, a voice response that includes feedback regarding autonomous driving behavior of the vehicle; and
associating the voice response with data collected by the autonomous vehicle over a time window prior to the human intervention event.
16. The method of claim 15 , wherein outputting the prompt comprises rendering the prompt on a display device.
17. The method of claim 15 , wherein outputting the prompt comprises rendering a prompt on a display device while also rendering navigational information in a navigational portion of the user interface.
18. The method of claim 17 , the operations comprising:
determining that a predefined period has elapsed after rendering the prompt; and
dismissing the prompt.
19. The method of claim 15 , wherein outputting the prompt comprises rendering an audio-based prompt.
20. The method of claim 15 , wherein rendering the audio-based prompt comprises initiating a voice conversation using a personal assistant system.