Abstract: A cell sorting system that automatically generates a sorting strategy based on examples of target events provided by an operator. The target events can be selected using measurements ranging from traditional flow cytometry measurements to derived measurements that are computationally expensive to complex measurements such as images.

Abstract: A payment service system receives contextual information regarding an interaction between the payment service and a user device associated with a user. A propensity metric for the user is determined based at least in part on inputting the contextual information into a machine learning (ML) model. Based on the propensity metric, a user interface is dynamically configured to comprise user interface elements arranged in a layout personalized for the user, where a user interface element represents content particular to a service offered by the payment service. Based on receiving an interaction with the user interface element, a booklet is launched corresponding to the service with which the user interface element is associated.

Abstract: Systems and methods for generating and serving stylized map tiles for a social media platform's map-based graphical user interface. Multiple earth imagery tiles corresponding to a geographical area are retrieved, each comprising a photographic image of a corresponding portion of the Earth's surface. Based on the earth imagery tiles, multiple stylized map tiles are generated. In response to receiving a request from a user device for display of a target area in the map-based GUI, a set of stylized map tiles corresponding to the target area is retrieved and transmitted to the user device. The generation of stylized map tiles may include retrieving a target earth imagery tile together with neighboring tiles, generating an expanded earth imagery tile, stylizing the expanded tile, and cropping to produce the final stylized map tile. Different neural networks may be used for stylizing tiles at different zoom levels.

Abstract: In various examples, feature location identification for autonomous and semi-autonomous systems and applications is described herein. Systems and methods are disclosed that use LiDAR data to determine locations of road markings within an environment. For instance, the LiDAR data may be used to generate one or more images, such as a top-down image, birds-eye-view (BEV) image, and/or an intensity image, representing the environment. The image(s) may then be processed using one or more machine learning models that are configured to determine information associated with the road markings, such as bounding shapes (e.g., bounding boxes) indicating the locations of the road markings within the image(s), classifications associated with the road markings (e.g., the types of road markings), and/or any other information. The information may then be used to perform one or more processes, such as updating a map of the environment and/or navigating a vehicle within the environment.

Abstract: In various examples, multimodal image data may be used to generate a set of top-down tile images, which are applied to a deep neural network generator architecture model to produce lane marking-specific heatmap images corresponding to the set of top-down tile images. The multimodal sensor data may include LIDAR-captured intensity channel data, LIDAR-captured feature height channel data, and optical color image channel data. The set of top-down tile images may be processed by the generator model to automatically detect lane boundaries and navigation boundaries to generate pixel-level heatmap images that may classify lane markings by marking characteristics such as line type and/or color. The generator model may comprise an encoder-decoder architecture, with multiscale feature extraction and/or context extraction functional layers intervening between the encoder model and the decoder model.

Abstract: A computer system is provided for monitoring and detecting changes in a data generating processes, which may be under a multi-dimensional and unsupervised setting. A target dataset is split into paired subgroups by a separator and one or more detectors are applied to detect changes, anomalies, inconsistencies, and the like between the paired subgroups. Metrics may be generated by the detector(s), which are then passed to an evaluating system.

Abstract: This disclosure describes systems, methods, and devices related to enhanced ranging. A device may initiate a ranging sequence by transmitting an NDPA frame followed by an I2R NDP frame. The device may receive a corresponding R2I NDP frame and an R2I LMR from a responding station. The device may repeat the ranging sequence for two or more iterations to collect multiple data sets. The device may process the R2I NDP frame and the R2I LMR to generate continuous ToA and ToD measurements for each iteration.

Abstract: A server system for a map-based social media platform maintains user location information to enable the rendering of friend icons on a map at a corresponding display locations. The system maintains a per user access control list (ACL) that lists all users whose icons can be viewed by a requesting user. The ACL can include a designation of respective display granularity levels for different friend users.

Abstract: An illustrative apparatus includes an objective lens system mounted in a distal end of the apparatus, the objective lens system having a lengthwise axis; and a window mounted in a distal face of the apparatus, the window having a surface oriented at an angle to the lengthwise axis of the objective lens system.

Abstract: Aspects of the present disclosure include methods for characterizing particles of a sample in a flow stream. Methods according to certain embodiments include generating frequency-encoded fluorescence data from a particle of a sample in a flow stream; and calculating phase-corrected spatial data of the particle by performing a transform of the frequency-encoded fluorescence data with a phase correction component. In certain embodiments, methods include generating an image of the particle in the flow stream based on the phase-corrected spatial data. Systems having a processor with memory operably coupled to the processor having instructions stored thereon, which when executed by the processor, cause the processor to calculate phase-corrected spatial data from frequency-encoded fluorescence data of a particle a flow stream are also described. Integrated circuit devices (e.g., field programmable gate arrays) having programming for practicing the subject methods are also provided.

Abstract: Examples described herein relate to transitioning a playback session between portable playback devices such as “smart” headphones, earbuds, and handheld speakers with playback devices of a zone-based media playback system. Exemplary techniques facilitate continuity of playback when transitioning between locations (e.g., from at home to on-the-go or vice versa) or between listening paradigms (e.g., personal or out-loud playback of audio content). An example implementation includes detecting a swap trigger, determining the source playback device(s) and target playback device(s), and performing a playback session swap between the source playback device(s) and target playback device(s).

Abstract: Systems, devices, and methods for tracking reward associated with content consumption are provided. An example method includes receiving streaming content of at least one content item from a content provider, outputting, via an application being executed on the streaming device, streaming content to a display for playback of the output content, periodically generating a plurality of heartbeat messages during execution of the application. Each heartbeat message is timestamped and includes a header containing information about the at least one content item, and one or more entries indicating a current playback state regarding the output of the streaming content when the heartbeat message is generated. The method further includes transmitting the plurality of heartbeat messages to a user engagement tracking device connected to the user device and receiving a notification indicating a total duration of content output to the display during execution of the application.

Abstract: In a graphical user interface (GUI) for a social media platform, social media content is surfaced with variable visual attributes based on activity metrics. In a GUI for a social media platform, where the GUI provides access to posted social media items, an activity metric is determined for the underlying social media activity associated with each of multiple collections of social media items. The GUI displays user-selectable interface elements, such as icons, corresponding to these collections, with each icon having a visual attribute that varies depending on the activity metric. This results in visual differences between collection icons based on differences in their corresponding activity metrics.

Abstract: Systems, devices, and methods for providing content streaming and arcade game services are provided. An example method includes activating a streaming interface to be presented on a display connected to a user device, receiving streaming content of at least one content item from a service provider connected to the user device, outputting the received streaming content for presentation and playback in the streaming interface, activating an arcade interface and co-presenting the streaming interface and the arcade interface concurrently on the display, receiving gaming content of at least one cloud-hosted game from the service provider, and outputting the received gaming content for presentation and gameplay in the arcade interface.

Abstract: Systems and methods related to improved program guide are provided. In one example, a method includes: receiving a first user request for browsing a program guide for digital programs on a client device, transmitting data corresponding to the program guide to the client device, and displaying the program guide in a user interface. The program guide includes multiple program preview boards, and each program preview board corresponds to a digital program or a recorded digital program and includes information related to the digital program or the recorded digital program. The method further includes providing a first selectable option for the user to enable or disable a first spoiler prevention feature and enabling or disabling the first spoiler prevention feature based on the user's selection. The first spoiler prevention feature is configured to hide a part of the information related to the digital program in the corresponding program preview.

Abstract: In one aspect, a method of sorting cells in a flow cytometry system is disclosed, which includes illuminating a cell with radiation having at least two optical frequencies shifted from one another by a radiofrequency to elicit fluorescent radiation from the cell, detecting the fluorescent radiation to generate temporal fluorescence data, and processing the temporal fluorescence data to arrive at a sorting decision regarding the cell without generating an image (i.e., a pixel-by-pixel image) of the cell based on the fluorescence data. In other words, while the fluorescence data can contain image data that would allow generating a pixel-by-pixel fluorescence intensity map, the method arrives at the sorting decision without generating such a map. In some cases, the sorting decision can be made with a latency less than about 100 microseconds. In some embodiments, the above method of sorting cells can have a sub-cellular resolution, e.g.

Abstract: Systems and methods related to channel surfing are provided. In one example, a method includes receiving a user request to view presentation of a channel guide on a display, generating a channel guide including a channel list, at least one scroll indicator, and a focus indicator, and communicating the channel guide to the display. The display includes a main display area, a channel list display area overlaid on the main display area, and a focus area. The channel list is displayed in the channel list display area while the primary content of a current channel is being presented in the main display. The method further includes receiving a first user input activating the scroll indicator in a scroll direction, causing the channel identifiers to move in the channel list display area while the primary content continues to be presented in the main display area.

Abstract: A plurality of events is extracted from a set of sources, including an event representing a transfer of a first data set from one data storage stage of a data pipeline to another stage to form a second data set, and another event representing a completion of a computation performed on the second data set. Based on analysis of the plurality of events, a graph is stored; the nodes of the graph represent data sets at respective stages of the data pipeline, and edges represent the events. In response to a request for lineage information pertaining to a particular data set at a particular stage of the pipeline, an indication of a sequence of events represented in the graph is provided, including a particular event which led to the presence of the particular data set at the particular stage.