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.

Date of Patent:
Jul. 08, 2025

Filed:

Feb. 22, 2022
Applicant:

Board of Trustees of Michigan State University, East Lansing, MI (US);

Inventors:

Xiaoming Liu, Okemos, MI (US);

Abhinav Kumar, East Lansing, MI (US);

Garrick Brazil, East Lansing, MI (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 20/64 (2022.01); G06T 7/73 (2017.01); G06V 10/26 (2022.01); G06V 10/762 (2022.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01);
U.S. Cl.
CPC ...
G06V 20/64 (2022.01); G06T 7/73 (2017.01); G06V 10/26 (2022.01); G06V 10/763 (2022.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01);
Abstract

An end-to-end trainable grouped mathematically differentiable non-maximal suppression (NMS) technique is presented for monocular 3D object detection. First, formulate NMS as a matrix operation and then group and mask the boxes in an unsupervised manner to obtain a simple closed-form expression of the NMS. This technique addresses the mismatch between training and inference pipelines and, therefore, forces the network to select the best 3D box in a differentiable manner. As a result, the proposed technique achieves state-of-the-art monocular 3D object detection results on the KITTI benchmark dataset performing comparably to monocular video-based methods.


Find Patent Forward Citations

Liu, Xiaoming. (2025). Grouped mathematical differentiable nms for object detection (U.S. Patent No. 12354383). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12354383

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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