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:
Dec. 23, 2025
Filed:
Jan. 28, 2022
Method for compressing an ai-based object detection model for deployment on resource-limited devices
Applicant:
Carnegie Mellon University, Pittsburgh, PA (US);
Inventors:
Devesh Walawalkar, Pittsburgh, PA (US);
Marios Savvides, Pittsburgh, PA (US);
Assignee:
CARNEGIE MELLON UNIVERSITY, Pittsburgh, PA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/70 (2022.01); G06N 3/082 (2023.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01);
U.S. Cl.
CPC ...
G06V 10/87 (2022.01); G06N 3/082 (2013.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01);
Abstract
Disclosed herein is a method for efficiently reducing the computational footprint of any AI-based object detection model, so as to enable its real-time deployment on computing resource-limited (i.e., low-power, embedded) devices. The disclosed method provides a step-by-step framework using an optimized combination of compression techniques to effectively compress any given AI-based object detection model.