The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Mar. 10, 2026
Filed:
May. 18, 2022
Wisconsin Alumni Research Foundation, Madison, WI (US);
Mohit Gupta, Madison, WI (US);
Matthew Dutson, Madison, WI (US);
Wisconsin Alumni Research Foundation, Madison, WI (US);
Abstract
In accordance with some embodiments, systems, methods, and media for generating and using neural networks having improved efficiency for analyzing video are provided. In some embodiments, the method comprises: providing image data to a trained neural network; receiving, at a neuron, a delta-based input Δfrom a previous layer; generating an output g(Δ) of a linear transform g; generating an updated state variable a based on g(Δ) and a current a; generating an output ƒ(a) of an activation function ƒ based on updated a; generating an updated state variable d based on a current d, a state variable b, and ƒ(a); generating an updated b based on output ƒ(a); transmitting d to a next layer based on a transmission policy and subtracting the value from d; and receiving an output from the trained neural network that represents a prediction based on the image data.