Abstract: One exemplary embodiment involves a computer-implemented method comprising receiving, in a computing device, a first request to attach a file in a cell of a collaborative spreadsheet, wherein the first request comprises the file and a cell identifier, and wherein the collaborative spreadsheet comprises a spreadsheet configured to be accessed and modified simultaneously from a plurality of client devices. The method additionally comprises attaching, via a processor, the file to the collaborative spreadsheet at the cell corresponding to the cell identifier; and storing the file on a cloud storage device, wherein the file is stored to be accessible in conjunction with the collaborative spreadsheet.

Abstract: Techniques to facilitate image searches using context of an image frame in a document are described. In one or more implementations, an image frame included within a document is detected, such as when the frame is inserted or selected. Content in the document in the vicinity of the image frame is analyzed to derive query terms corresponding to the content. Tag elements created for the query terms are exposed to enable selection of individual query terms as search parameters. An image search is conducted using selected query terms and images returned as results of the search are presented a candidates for insertion into the frame. Previews of images as being inserted in the image frame can be exposed show how the document would look with different images placed in the frame. Selection of a particular image from the arrangement causes insertion of the particular image into the image frame.

Abstract: Request-driven file pulling from unsynchronized directories is described. Rather than maintaining entire files, a service provider merely maintains file tags which describe the files in unsynchronized directories of devices associated with a user and communicates the file tags to the devices. The file tags enable indications of the files to be presented so that selected files can be pulled from the unsynchronized directories. Based on user selections made at a first of the devices to pull files from a second of the devices, requests are communicated from the first device to the service provider for the selected files. Responsive to a request, the service provider communicates an indication to the second device to copy the selected file from the second device's unsynchronized directory to a synchronized directory. Responsive to this, the service provider obtains the file from the synchronized directory and delivers the file to the first device.

Abstract: Techniques for creator aware and diverse recommendations of digital content are described. In one example, a digital medium environment is configured to allocate an amount of content creator access as part of a service. Based on this content creator access, recommendations of content are generated that prioritize content for recommendations based in part the amount of content creator access. Recommendations are generated further based on a representative diversity preference value that captures a level of interest of a consumer in different categories, resulting in a recommendation that is representatively diverse.

Abstract: Probabilistic determination of selected image portions is described. In one or more implementations, a selection input is received for selecting a portion of an image. For pixels of the image that correspond to the selection input, probabilities are determined that the pixels are intended to be included as part of a selected portion of the image. In particular, the probability that a given pixel is intended to be included as part of the selected portion of the image is determined as a function of position relative to center pixels of the selection input as well as a difference in one or more visual characteristics with the center pixels. The determined probabilities can then be used to segment the selected portion of the image from a remainder of the image.

Abstract: Digital content translation techniques and system are described. In one example, source digital content is linked via metadata to different derived format versions that are generated from the source digital content. The metadata, for instance, may be used to locate source digital content that generated a particular derived format version that is in use by a service provider system. The source digital content, once identified and located, may then be used to improve efficiency and accuracy in translation of text or images included as part of the source digital content. The updated source digital content is then used to generate a derived format version that includes the translated text or other portion, e.g., an image.

Abstract: Digital asset association techniques with search query data are described. In one example, A first digital asset is displayed at a location within digital content in a user interface. The location is specified using placeholder data of the digital content. An input is received via selection of an option as part of the user interface to initiate a search. Search query data associated with the placeholder data is obtained in response to the input. A search is initiated for a second digital asset using the search query data. The second digital asset is displayed at the location within the digital content in the user interface as specified by the placeholder data.

Abstract: Systems and methods are provided for pairing a mobile device with a second device based on the mobile device being placed flat against a touch screen of the second device. The mobile device determines that is has been placed in a predetermined orientation that matches the orientation of the display of the second device. The second device detects the contact of the mobile device with its touch screen. Both devices send timestamps of their respective determinations to a server that compares the timestamps. If the timestamps match within a predetermined threshold, the server initiates pairing of the devices.

Abstract: Image distractor detection and processing techniques are described. In one or more implementations, a digital medium environment is configured for image distractor detection that includes detecting one or more locations within the image automatically and without user intervention by the one or more computing devices that include one or more distractors that are likely to be considered by a user as distracting from content within the image. The detection includes forming a plurality of segments from the image by the one or more computing devices and calculating a score for each of the plurality of segments that is indicative of a relative likelihood that a respective said segment is considered a distractor within the image. The calculation is performed using a distractor model trained using machine learning as applied to a plurality images having ground truth distractor locations.

Abstract: The present disclosure is directed to performing data science operations. In particular, the present disclosure relates to a data science system that improves data science operations as well as enhances a user's experience in performing data science operations. For example, the data science system provides an improved framework that enables a data source to be paired with one or more algorithms to create a data science operation. In many instances, the data science operation outputs visual results, such as charts and graphs, that are easy for the user to understand. Further, using the framework, the data science system provides tools that enable the user to further customize data science operations.

Abstract: Techniques and systems are described to determine levels of competency of users as part of an online community and control generation of subsequent digital content to be used interaction of the online community with the users based on this determination. In one example, determination of the level of competency is based on relevance to topics of the online community. In another example, a determination is made as to whether the topic of the online community is stable before using user competency scores to control generation of subsequent digital content. In a further example, users of the online community are identified as exhibiting dormant or non-dormant behavior and used as a basis to control generation of subsequent digital content. In yet another example, user competency scores are adjusted based on a decay factor to address dormancy of users over a period of time.

Abstract: Image compensation for an occluding direct-view augmented reality system is described. In one or more embodiments, an augmented reality apparatus includes an emissive display layer for presenting emissive graphics to an eye of a user and an attenuation display layer for presenting attenuation graphics between the emissive display layer and a real-world scene to block light of the real-world scene from the emissive graphics. A light region compensation module dilates an attenuation graphic based on an attribute of an eye of a viewer, such as size of a pupil, to produce an expanded attenuation graphic that blocks additional light to compensate for an unintended light region. A dark region compensation module camouflages an unintended dark region with a replica graphic in the emissive display layer that reproduces an appearance of the real-world scene in the unintended dark region. A camera provides the light data used to generate the replica graphic.

Abstract: Facilitating location-aware analysis is described. In some embodiments, a database building module is configured to build a point of interest (POI) database based on a tree data structure that includes multiple nodes respectively corresponding to multiple areas. The database building module includes a content node processing module that inserts an entry in the POI database having a content field populated by a POI descriptor included with a content node. The database building module also includes a reference node processing module that inserts an entry having multiple reference fields respectively populated with area indicators corresponding to multiple subnodes of a reference node. In other embodiments, a POI database search module is configured to search a POI database to ascertain multiple POIs with regard to a location of a computing device. The search module searches key fields of reference entries and content entries using an area indicator matching the computing device's location.

Abstract: Techniques for removal of interference patterns from digital images are described, in which a spatially-adaptive filter is applied to a pixel based on a context of the pixel. In an example, an edge of an object in a digital image is located in a digital image creation system. Then, context data is generated for a pixel in the digital image. The context data includes a distance from the edge of the object to the pixel. The digital image creation system can also generate color data and luminance data for the pixel, representing a similarity of color and luminance between the pixel and surrounding pixels within the digital image. Then, the digital image creation system constructs a spatially-adaptive filter for the pixel based on the context data for the pixel. The digital image creation system removes an effect of the interference pattern at the pixel in the digital image by applying the spatially-adaptive filter to the pixel.

Abstract: Embodiments of the present invention provide systems, methods, and computer storage media directed at predicting values for an electronic form. In embodiments, the method can include forming synonym groupings of form field labels for a number of users. The synonym groupings can be based on an analysis of the similarity of form field values that are associated with form field labels. In embodiments a predictive model may be generated from these synonym groupings. The predictive model can correlate the synonym groupings of one user with synonym groupings of one or more additional users to enable a determination of one or more predicted form field values for the one user based on a queried form field label even though the one user may have never submitted an electronic form with the queried form field label. Other embodiments may be described and/or claimed.

Abstract: This disclosure relates to enforcing restrictions on data collected from a first set of systems and disseminated to a second set of systems. For example, enforcing a set of restrictions includes receiving a first trait and a second trait that include data describing a user that has interacted with an online service. The first trait is labelled with a first usage restriction and the second trait is labelled with a second usage restriction different from the first usage restriction. The first trait and the second trait are combined into a segment. The segment preserves labelling of the first trait with the first usage restriction and the second trait with the second usage restriction. Use of the segment is controlled based on the first usage restriction and the second usage restriction.

Abstract: Embodiments of the present invention provide systems, methods, and computer storage media directed at image synthesis utilizing sampling of patch correspondence information between iterations at different scales. A patch synthesis technique can be performed to synthesize a target region at a first image scale based on portions of a source region that are identified by the patch synthesis technique. The image can then be sampled to generate an image at a second image scale. The sampling can include generating patch correspondence information for the image at the second image scale. Invalid patch assignments in the patch correspondence information at the second image scale can then be identified, and valid patches can be assigned to the pixels having invalid patch assignments. Other embodiments may be described and/or claimed.

Abstract: Techniques for removal of obstructions in a digital image scene are described, in which target and source digital images that exhibit parallax, one to another, are obtained that were captured together by an image capture device at a similar point in time using two different lenses of the image capture device. A foreground obstruction is identified based on displacement in apparent position of objects in the target and source digital images. The foreground obstruction is removed from the target digital image, such as by generating an obstruction mask that represents the location of the foreground obstruction and copying pixels from the source digital image to the target digital image based on the locations identified in the obstruction mask. The target digital image with the obstruction removed is output to a user interface or service provider system, for example.

Abstract: Digital content interaction and navigation techniques and systems in virtual and augmented reality are described. In one example, techniques are employed to aid user interaction within a physical environment in which the user is disposed while viewing a virtual or augmented reality environment. In another example, techniques are described to support a world relative field of view and a fixed relative field of view. The world relative field of view is configured to follow motion of the user (e.g., movement of the user's head or mobile phone) within the environment to support navigation to different locations within the environment. The fixed relative field of view is configured to remain fixed during this navigation such that digital content disposed in this field of view remains at that relative location to a user's field of view.

Abstract: Generating thumbnails from panoramic images is described. In one or more implementations, a 2D projection of a panoramic image is received and projected onto a 3D surface to generate a 3D projection. Portions of the 3D projection are formed, and each portion is projected to a 2D plane to generate 2D projections of the portions. Object recognition is then performed on the portions that identifies objects, attributes of the objects, and locations of the objects within the panoramic image. Responsive to an image search query matching one of the recognized objects, the system generates a thumbnail from the panoramic image specific to a portion of the panoramic image that contains the object and outputs the thumbnail.