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US 2026/0268690 A1Published application
Selective object tracking using neural networks
AssigneeNVIDIA Corporation
InventorsPankaj Ratnakar Kadtan, Vishesh Gupta
Life of this patent
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Abstract
Apparatuses, systems, and techniques to track object movements in a video. In at least one embodiment, a rate, at which one or more neural networks is to identify one or more objects within the video, may be adjusted based, at least in part on one or more user-selected portions of a video frame.
Claims21
1-20. (canceled)
A processor comprising one or more circuits to:
- receive, via a user interface, one or more user configurations defining one or more regions of interest of a video frame associated with a video stream;
- detect, using one or more neural networks, whether a movement of an object is indicated in the one or more regions of interest based on one or more frames sampled from the video stream according to an inference rate;
- and
- dynamically adjust the inference rate based on whether the movement of the object is indicated in the one or more regions of interest.
1 more element
A system comprising:
- one or more processors to:
- receive, via one or more user interfaces, one or more user configurations defining one or more regions of interest of a video frame associated with a video stream;
- detect, using one or more neural networks, whether movement of an object is indicated in the one or more regions of interest based on one or more frames sampled from the video stream according to an inference rate;
- and
- dynamically adjust the inference rate based on whether movement of the object is indicated in the one or more regions of interest;
- and
- one or more memories to store one or more parameters of the one or more neural networks.
4 more elements
A method comprising:
- obtaining, via a user interface, user input corresponding to one or more configurations defining one or more regions of interest of a video frame associated with a video stream;
- detecting, using one or more neural networks, whether the one or more regions of interest indicate a movement of an object based on one or more frames sampled from the video stream according to an inference rate;
- and
- dynamically adjusting the inference rate based on whether movement of the object is indicated in the one or more regions of interest.
1 more element
Dependencies are inferred from the claim text.