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. 02, 2024

Filed:

Aug. 23, 2021
Applicant:

Carnegie Mellon University, Pittsburgh, PA (US);

Inventors:

Marios Savvides, Wexford, PA (US);

Chenchen Zhu, Pittsburgh, PA (US);

Fangyi Chen, Pittsburgh, PA (US);

Uzair Ahmed, Pittsburgh, PA (US);

Ran Tao, Pittsburgh, PA (US);

Assignee:

Carnegie Mellon University, Pittsburgh, PA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 18/2136 (2023.01); G06N 3/04 (2023.01); G06N 5/02 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2136 (2023.01); G06N 3/04 (2013.01); G06N 5/02 (2013.01);
Abstract

Disclosed herein is an improved few-shot detector which utilizes semantic relation reasoning to learn novel objects from both visual information and the semantic relation of base class objects Specifically, a semantic space is constructed using word embeddings. Guided by the word embeddings of the classes, the detector is trained to project the objects from the visual space to the semantic space and to align their image representations with the corresponding class embeddings.


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