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:
Jan. 06, 2026

Filed:

Jul. 05, 2023
Applicant:

Lemon Inc., Grand Cayman, KY;

Inventors:

Jiachun Pan, Singapore, SG;

Hanshu Yan, Singapore, SG;

Jiashi Feng, Singapore, SG;

Jun Hao Liew, Singapore, SG;

Assignee:

Lemon Inc., Grand Cayman, KY;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 11/00 (2006.01); G06T 5/70 (2024.01);
U.S. Cl.
CPC ...
G06T 11/00 (2013.01); G06T 5/70 (2024.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

Methods of customizing generation of objects using diffusion models are provided. One or more parameters (e.g., a conditioning signal, network weights, or an initial or starting noise) of the diffusion model can be optimized by a backpropagation process, which can be performed by solving an augmented adjoint ordinary differential equation (ODE) based on an adjoint sensitivity method. The customized diffusion model can generate stylized objects, generate objects with specific visual effect(s), and provide adversary examples to audit security of an object generation system.


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