Microsoft Technology Licensing, LLC

Yang Liu

Orry Wijanarko Soegiono

Vladimir Pogrebinsky

Stephen Christopher Siciliano

Charles Lamanna

Benjamin J Smith

Jeff West

Steven Abrahams

Ana Lilia Otero Diaz

Geoffrey T Ebersol

Hamid Mahmood

Kshitij Mehta

Ryan Jones

William D Carr

Bede Jordan

Jesse Bishop

Ramona Canan

Susmitha Kothari

Xin Tong

Sworupini Sureshkumar

Pengshuai Wang

Meghan McNeil

Sunando Sengupta

Alexandros Neofytou

Eric Chris Wolfgang Sommerlade

The implementations of the subject matter described herein relate to an octree-based convolutional neural network. In some implementations, there is provided a computer-implemented method for processing a three-dimensional shape. The method comprises obtaining an octree for representing the three-dimensional shape. Nodes of the octree include empty nodes and non-empty nodes. The empty nodes exclude the three-dimensional shape and are leaf nodes of the octree, and the non-empty nodes include at least a part of the three-dimensional shape. The method further comprises for nodes in the octree with a depth associated with a convolutional layer of a convolutional neural network, performing a convolutional operation of the convolutional layer to obtain an output of the convolutional layer.

Octree-based convolutional neural network

Examples of the disclosure enable an availability of a resource to be discovered across regions. In some examples, a template is received from a client device. The template includes a plurality of parameters associated with a plurality of products. Based on a client location associated with the client device, a resource is identified, and, based on a first parameter, it is determined whether the identified resource is associated with the product. In response to determining that the resource is associated with the product, a feature associated with the resource is identified, and it is determined whether the identified feature satisfies the first parameter. In response to determining that the feature satisfies the first parameter, data associated with the resource is transmitted to the client device for presentation to a user. Aspects of the disclosure enable a computing device to manage one or more resources.

Discovering resource availability across regions

A graphical user interface for a computer includes a dial control. The control can be implemented, for example, as a touch-based, pointer-based, pen-based and/or keyboard-based mechanism. The dial control is intended for manipulating a large range of values, such as a menu of items from which a user makes a selection, or a range of continuous or discrete values. A dial control can replace other control types such as a slider, drop down menu or text field. The graphical elements of the dial control include one or more displayed rings and a handle for each ring. Inside the ring, or in another area adjacent the ring, a value can be displayed. The ring can be manipulated by the user to change the value selected by the dial control. In the case of multiple rings, each ring can be manipulated independently.

Graphical user interface with dial control for a parameter

Growing community of inventors

Redmond, WA, United States of America

Yang Liu