Attention-based AI determination of player choices
Using a camera or other tracking hardware, the attention of a player of a computer game (based on gaze direction, for instance) is tracked at key/predetermined points during game play. For example, when the player enters a new area in the game such as a simulated room, town, etc., it is determined what the player's gaze focuses on more, e.g., a dog huddled in the corner, a nobleman with obvious signs of wealth, or a shifty appearing figure in the shadows. Based on this input, one or more factors of future gameplay are determined, such as an order in which to present encounters/challenges, adjusting a character's “morality” score/flag, adjusting bonuses/penalties to non-player character (NPC) interactions, etc.
1. A device comprising:
at least one processor;
at least one computer memory that is not a transitory signal and that comprises instructions executable by the at least one processor to:
receive from a camera at least one image of a player of a computer simulation;
based at least in part on the image, determine a direction of gaze of the player;
correlate the direction of gaze to at least one object that is a game character in the computer simulation to establish a correlation;
present at a first time a first sequence of character encounters based on correlating the direction of gaze to a first object;
present at the first time a second sequence of character encounters based on correlating the direction of gaze to a second object;
use the direction of gaze to determine a player skill attribute; and
alter a skill associated with the player according to the player skill attribute.
2. The device of claim 1 , wherein the instructions are executable to:
use the direction of gaze to determine a simulation path to present to the player; and
present the first simulation path to the player.
3. The device of claim 1 , wherein the instructions are executable to:
use the direction of gaze to determine a dialog to present to the player; and
present the dialog to the player.
4. The device of claim 1 , wherein the camera is supported by a computer game headset wearable by the player.
5. The device of claim 1 , wherein the instructions are executable to:
establish a correlation between the direction of gaze and the at least one object at least in part based on a number of times greater than one that the direction of gaze is directed to the at least one object.
6. The device of claim 1 , wherein the instructions are executable to:
establish a correlation between the direction of gaze and the at least one object at least in part based on a class of the at least one object.
7. An apparatus comprising:
at least one computer storage comprising instructions executable by at least one processor; and
at least one processor configured to access the instructions for:
receiving from a device at least one indication signal that is not a computer simulation input signal, the at least one indication signal indicating attention of a player to an element of a computer simulation;
based at least in part on the indication, determining an attention of the player;
correlating the attention of the player to at least one object that is a game character in the computer simulation to establish a correlation;
presenting at a first time a first sequence of character encounters based on correlating the attention of the player to a first object and presenting at the first time a second sequence of character encounters based on correlating the attention of the player to a second object;
using the correlation to determine a player skill attribute; and
altering a skill associated with the player according to the player skill attribute.
8. The apparatus of claim 7 , wherein the device is a camera and the indication signal comprises at least one image of the player.
9. The apparatus of claim 7 , wherein the device is a processor and the indication signal comprises at least cursor hover signal.
10. The apparatus of claim 7 , wherein the instructions are executable for:
using the correlation to determine a simulation path to present to the player; and
presenting the simulation path to the player.
11. The apparatus of claim 7 , wherein the instructions are executable for:
using the correlation to determine a dialog to present to the player; and
presenting the dialog to the player.
12. The apparatus of claim 7 , wherein the instructions are executable for:
establishing the correlation at least in part based on accessing information the computer simulation indicating locations of objects in at least one keystone scene.
13. The apparatus of claim 7 , wherein the instructions are executable for:
establishing the correlation at least in part based on a number of times greater than one that the attention is directed to the at least one object.
14. The apparatus of claim 7 , wherein the instructions are executable for:
establishing the correlation at least in part based on a class of the at least one object.
15. A method, comprising:
receiving at least one indication signal that is not a computer simulation input signal;
based at least in part on the indication signal, determining a first attention of the player;
correlating the first attention of the player to at least a first object that is a game character in a computer simulation;
determining a second attention of the player;
correlating the second attention to at least a second object in the computer simulation;
presenting at a first time a first set of encounters responsive to correlating the first attention of the player to the first object;
presenting at the first time a second sequence of encounters responsive to correlating the second attention of the player to the second object;
using the correlation to determine a player skill attribute; and
altering a skill associated with the player according to the player skill attribute.
16. The method of claim 15 , comprising:
using a correlation of player attention to object to determine at least one of: a simulation path to present to the player, a dialog to present to the player; and
executing at least one of: presenting the simulation path to the player, presenting the dialog to the player.