Microsoft Technology Licensing, LLC

Keith D Melmon

Leonardo Esteban Blanco

Silvana Patricia Moncayo

Max Alan McMullen

Michael I Borysenko

Daniel Wood

Brian T Klamik

Allison Klein

Michael P Crider

David A Nichols

Michael George Boulton

Jingyang Xue

Sameer Avinash Nene

Chulian Zhang

Jack Andrew Elliott

Systems are provided for generating training data from images that are obtained from image generators that are typically configured to only generate a single image per frame. The image generators are modified or otherwise controlled to generate two different images at different resolutions for each of a plurality of frames. The training data is created by pairing the low-resolution images and high-resolution images for common frames into training data set pairings. A super-resolution model is applied to the training data set pairings to create a trained super-resolution model.

Generating training data for super resolution models and generating trained super resolution models

Buffer display techniques are described. In one or more implementations, at least part of an off-screen buffer is rasterized by an application to generate an item for display by the computing device. One or more communications are formed that describe the part of the off-screen buffer which contains the item that is to be copied to update an onscreen buffer.

Buffer display techniques

A collaborative editing system defines operational transforms for transforming conflicting operations on styles of the text of the document. The operational transforms ensure that local copies of the document will be consistent when it is in a quiescent state. The operational transforms are defined so that most conflicts can be resolved based on analysis of a remote operation and a local operation only. Certain conflicts, however, cannot be resolved based solely on analysis of the local and remote operations themselves. Such a conflict is referred to as a 'definite conflict.' The collaborative editing system resolves definite conflicts by designating one of the computer systems as a distinguished computer system and giving priority to its operation. When a definite conflict arises, then the local computer system and the remote computer system recognize the conflict and resolve the conflict in favor of the operation of the distinguished computer system.

Method and system for resolving conflicts operations in a collaborative editing environment

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Keith D Melmon