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:
Dec. 30, 2025

Filed:

Sep. 02, 2025
Applicant:

Qpial India Private Limited, Nagavara, IN;

Inventors:

Arpit Jain, Bangalore, IN;

Animesh Tripathy, Bangalore, IN;

Aswanth Krishnan, Bengaluru, IN;

Hitesh Daksh, Bangalore, IN;

Sachin Kumar, Bengaluru, IN;

Nagendra Nagaraja, Bangalore, IN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/00 (2022.01); G06V 10/74 (2022.01); G06V 10/762 (2022.01); G06V 10/94 (2022.01); G06V 20/70 (2022.01);
U.S. Cl.
CPC ...
G06V 20/70 (2022.01); G06V 10/761 (2022.01); G06V 10/762 (2022.01); G06V 10/945 (2022.01);
Abstract

A method receiving a dataset including a plurality of images, executing an embedding model using the plurality of images to generate a plurality of image embeddings, clustering the plurality of image embeddings into a plurality of clusters based on similarities between the plurality of image embeddings, determining a density for each cluster based on an aggregate similarity of image embeddings of the cluster, based on the density for each of the plurality of clusters satisfying a criterion, for each cluster: receiving a first set of annotations for one or more pixels of each of a first subset of the images included in the cluster, inputting the annotated first subset of images into a vision transformer with a remaining unannotated subset of images not included in the annotated first subset, and generating a second plurality of annotations for the remaining unannotated subset of images not included in the annotated first subset.


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