Microsoft Technology Licensing, LLC

James A Holt

Praveen Seshadri

Ciprian Gerea

James Kelsey Howey

Michiel Johannes Wories

Hongfei Guo

Sethu Srinivasan

Daniel T Jones

Grigory Pogulsky

Alexander Popovich

Oscar Gerardo Naim

Maciek Sarnowicz

Vipul M Shah

Systems and methods directed to adjusting an image based on a detected object depicted in the image are described. The method may include receiving an image from an image sensor, receiving statistical information associated with the image, detecting an object depicted in the image using a deep neural network, identifying object-specific statistical information for the detected object, generating a weighted object-specific parameter based on the object-specific statistical information, generating a weighted-image value based on the weighted object-specific parameter, providing the weighted-image value to the image sensor, where the image sensor is configured to update one or more image sensor parameters based on the weighted-image value, and acquiring an image from the image sensor updated with the one or more image sensor parameters.

DNN assisted object detection and image optimization

User productivity can be facilitated by providing an interface between a high-level intent and low-level settings that should be configured to achieve the intent. The intent can be expressed in declarative language. The intent can be verified to determine if it conforms to a target, a policy, or both. Policy binding can provide a relationship between the target and the policy. An application view can be provided that allows the user to view a server having one or more databases.

Declarative management framework

Automated sampling and aggregation of performance or other dynamically varying data facilitates user productivity by making data available for a wide range of uses. An automated sampling and aggregration system includes one or more types of data collectors, including a dedicated data collector per machine, multiple data collectors per machine, or an instance-less data collector.

Extensible data collectors

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Issaqua, WA, United States of America

James A Holt