Back to results
US 11,596,867 B2Granted
AI-based content generation for gaming applications
Assigneemodl.ai ApS
InventorsSam Snodgrass, Vanessa Volz, Niels Orsleff Justesen, Sebastian Risi, Lars Henriksen
Life of this patent
Estimating the term…
Abstract
A procedural content generation tool operates by: generating, via image analysis, graphs of existing game content; generating a symmetrical Markov random field (SMRF) model based on the graphs; and automatically generating, via iterative artificial intelligence (AI), new game content based on the SMRF model.
Claims17
A game development platform comprising:
- a machine that includes:
- a processing circuit;
- and
- a non-transitory computer readable storage medium configured to store a gaming application and further operational instructions that, when executed by the processing circuit, cause the processing circuit to perform operations that include:
- generating, via image analysis utilizing the machine, graphs of existing game content;
- generating a symmetrical Markov random field (SMRF) model, wherein the SMRF model is implemented via the machine and trained via machine learning, based on the graphs;
- and
- automatically generating, via iterative artificial intelligence (AI) implemented via the machine, new game content based on the SMRF model.
5 more elements
A method for implementing a procedural content generation tool comprises:
- generating, via image analysis, graphs of existing game content;
- generating a symmetrical Markov random field (SMRF) model based on the graphs;
- and
- automatically generating, via iterative artificial intelligence (AI) implemented via a machine, new game content based on the SMRF model, wherein the iterative artificial intelligence implemented via the machine, includes:
- generating candidate new game content
- testing the candidate new content via game play utilizing a gaming bot trained via machine learning to imitate a player, wherein the game play is AI simulated game play of the new game content performed by the gaming bot;
- and
- accepting the candidate new game content as the new game content, based on the game play utilizing the gaming bot.
5 more elements
Dependencies are inferred from the claim text.