Patent 12002149 was granted and assigned to Outward, Inc. on June, 2024 by the United States Patent and Trademark Office.
Techniques for machine learning based image attribute determination are disclosed. In some embodiments, one or more unknown attributes of a received image comprising a prescribed environment are determined using a machine learning based framework. The machine learning based framework is at least in part trained on image data sets comprising a model environment that substantially simulates the prescribed environment.