| CPC G06F 3/017 (2013.01) [G06F 3/013 (2013.01); G06F 3/167 (2013.01); G06T 11/00 (2013.01); G06V 10/25 (2022.01); G06V 10/26 (2022.01); G06V 10/28 (2022.01); G06V 10/70 (2022.01); G06V 10/82 (2022.01); G06V 40/18 (2022.01); G06V 40/20 (2022.01); G06V 40/28 (2022.01); H04N 23/651 (2023.01)] | 21 Claims |

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1. A gesture-driven scalable processing apparatus, comprising:
a scalable processing subsystem comprising at least a machine learning processor;
a camera sensor logic in communication with the machine learning processor; and
a non-transitory computer-readable medium comprising a first set of instructions that when executed by the scalable processing subsystem, causes the scalable processing subsystem to:
train the machine learning processor to recognize a plurality of user-specific user interactions at a plurality of resolutions and a plurality of frame rates;
capture a first eye-tracking image at a first resolution and a first frame rate via the camera sensor logic;
recognize a first user-specific user interaction from the first eye-tracking image, where the first user-specific user interaction comprises a gaze fixation;
capture a second image at a second resolution and a second frame rate via the camera sensor logic;
recognize a second user-specific user interaction from the second image; and
determine a user gesture based on the first user-specific user interaction and the second user-specific user interaction.
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