US 12,437,456 B2
Diffusion-based personalized advertising image generation
Bryan Lloyd Westcott, Austin, TX (US); Blake Fox, Dripping Springs, TX (US); Christopher Henry Vela, Dripping Springs, TX (US); James Charles Stiefelmaier, Dripping Springs, TX (US); Kristy Tipton, Dripping Springs, TX (US); Richie Romero, Dripping Springs, TX (US); Dusty Coleman, Dripping Springs, TX (US); and See Xiong, Dripping Springs, TX (US)
Assigned to IKIN, Inc., Dripping Springs, TX (US)
Filed by IKIN, Inc., Dripping Springs, TX (US)
Filed on Dec. 13, 2024, as Appl. No. 18/981,120.
Claims priority of provisional application 63/613,658, filed on Dec. 21, 2023.
Prior Publication US 2025/0209700 A1, Jun. 26, 2025
Int. Cl. G06T 11/60 (2006.01); G06Q 30/0204 (2023.01); G06Q 30/0251 (2023.01); G06T 5/60 (2024.01); G06T 5/77 (2024.01); G06T 7/11 (2017.01)
CPC G06T 11/60 (2013.01) [G06Q 30/0204 (2013.01); G06Q 30/0271 (2013.01); G06T 5/60 (2024.01); G06T 5/77 (2024.01); G06T 7/11 (2017.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A system, comprising:
a server to train an artificial intelligence model on training data characterizing a good or service to form a trained model;
a client device associated with a user, the client device executing instructions on a processor to:
receive the trained model via a network connection to the server;
collect user data;
dynamically generate a personalized digital image advertisement from the trained model and user data, where the personalized digital image advertisement includes a synthetic digital image formed by a trained machine learning model;
transform the personalized digital image advertisement with fine-grained image control modifications, quality assurance operations using differential diffusion so that parts of the personalized digital image advertisement with insufficient perceptual quality are improved, and branding assurance operations using differential diffusion to ensure branding is faithfully rendered to form a final personalized digital image advertisement; and
present the final personalized digital image advertisement on the client device.