Abstract: A method of deriving one or more medical scene model characteristics for use by one or more software applications is disclosed. The method includes receiving one or more sensor data streams. Each sensor data stream of the one or more sensor data steams includes position information relating to a medical scene. A medical scene model including a three-dimensional representation of a state of the medical scene is dynamically updated based on the one or more sensor data streams. Based on the medical scene model, the one or more medical scene model characteristics are derived.

Abstract: A correspondence between frames of a set of medical image data is determined where the set of medical image data includes at least one frame acquired without contrast medium and at least one frame acquired with contrast medium. First data representing a first image frame acquired without contrast medium is received. Second data representing a second image frame acquired with contrast medium is received. A position of a feature of a medical device in the second image frame is determined at least partly on the basis of a position of the feature determined from the first image frame.

Abstract: A method for etching an etch layer formed on a front side of a wafer and a wafer etching apparatus are provided. The wafer etching apparatus includes a first flow channel, a temperature-regulating module, and a second flow channel. The first flow channel is configured to carry a preheated/precooled liquid for controlling a temperature of a wafer. The temperature-regulating module is coupled to the first flow channel. The temperature-regulating module is configured to control a temperature of the liquid in the first flow channel. The second flow channel is configured to carry an etchant for etching an etch layer formed on a front side of the wafer. The method includes: controlling the temperature of the wafer by using the preheated/precooled liquid; and etching the etch layer with the etchant.

Abstract: A system comprises a data store that stores an audio base content of text present in a hard copy book or an eBook having a plurality of pages with one or more actual book images and a book images base content present in the one or more actual book images of the plurality of pages of the hard copy book or the eBook. The book images base content has content synchronization information that correlates positions of the one or more actual book images within the audio base content with a physical location of appearance of each actual book image of the one or more actual book images on a particular page of the hard copy book or the eBook.

Abstract: Approaches are described for ranking images against image effects. An image effect is identified from a plurality of image effects. Each image effect includes instructions defining steps of modifying visual data of an input image to produce an output image. Preview images are generated, where for each data object of a plurality of data objects the instructions of the image effect are applied to a respective image corresponding to the data object to generate a preview image of the data object. Ranking scores are determined, where for each data object visual data of the respective image is analyzed using a set of evaluation criteria associated with the image effect to determine a ranking score of the image effect for the data object. Data is transmitted which causes at least one of the preview images to be presented on a user device based on the ranking scores.

Abstract: Systems, methods, and computer-readable media are disclosed for determining feature representations of 2.5D image data using deep learning techniques. The 2.5D image data may be synthetic image data generated from 3D simulated model data such as 3D CAD data. The 2.5D image data may be indicative of any number of pose estimations/camera poses representing virtual or actual viewing perspectives of an object modeled by the 3D CAD data. A neural network such as a convolution neural network (CNN) may be trained using the 2.5D image data as training data to obtain corresponding feature representations. The pose estimations/camera poses may be stored in a data repository in association with the corresponding feature representations. The learnt CNN may then be used to determine an input feature representation from an input 2.5D image and index the input feature representation against the data repository to determine matching pose estimation(s).

Abstract: Systems and methods are provided for automatic segmentation of a vessel. A sequence of image slices containing a vessel is acquired. Features maps are generated for each of the image slices using a trained fully convolutional neural network. A trained bi-directional recurrent neural network generates a segmented image based on the feature maps.

Abstract: A computing platform may perform computer database file management by implementing statistics maintenance and column similarity. The computing platform may receive an input table and determine a data type for the received input table. The computing platform may determine statistics relevant to the input table, and statistics relevant to historical tables of the data type. Statistics may include overlap, distribution, mean, standard deviation, percentile, median, and the like. Based on the determined statistics, the computing platform may determine a similarity score between the input table and the historical tables. Based on the statistics and column similarity, the computing platform may perform database file management, such as storing records, updating records, identifying data anomalies, sending alerts related to identified data anomalies, moving records, tagging records, and the like. The computing platform may send alerts related to identified data anomalies to remote devices.

Abstract: An exhaust system for a work vehicle includes a selective catalytic reduction (SCR) mixer configured to be disposed within an interior of an SCR housing. The SCR mixer includes a mixer body configured to receive a flow of an exhaust solution that includes a mixture of exhaust and diesel exhaust fluid through an inlet of the mixer body along a longitudinal axis. The SCR mixer also includes multiple outlets disposed only in a central portion of the mixer body. Further, the multiple outlets extend about the longitudinal axis and are configured to direct the flow of the exhaust solution out of the mixer body to the interior of the SCR housing. In addition, the central portion is positioned between the inlet and an end of the mixer body along the longitudinal axis, and extends approximately 70 percent or less of a longitudinal extent of the mixer body.

Abstract: The present disclosure is directed to systems and methods for providing dynamic communication threads in response to a detected interaction with a sponsored digital content item. For example, systems and method described herein detect a user interaction with a sponsored digital content item and generate a screened communication thread between the user and the sponsor that is not available to the sponsor. The screened communication thread serves as a reminder to the user of the sponsored digital content item. Systems and methods described herein convert the screened communication thread to an open communication thread based on user interaction with the screened communication thread (e.g., after the user submits a reply in the screened communication thread). Thus, systems and methods described herein protect the user's online privacy unless and until the user indicates a desire to interact with the sponsor.

Abstract: The present invention relates to the cationic lipid cordiaroimide hybrid compounds of formula I. The present invention provides a process for preparation of these compounds is also being elaborated. The compounds described provides anticancerous activity against cell lines including PC-3 (prostate cancer), HepG2 (liver cancer), MCF-7 (breast cancer) and NIH-1/3T3 (non cancer cells. The compound was also capable of inducing caspase-3 mediated apoptosis in HepG2 cells by arresting the cell cycle in the G1 phase. Furthermore, the compound exhibited DNA ligase I inhibition. The present class of cationic lipid cordiarimide hybrids is likely to find specific use in developing novel targeted therapies for liver and prostate cancers.

Abstract: Aspects of the present disclosure are directed to dynamically adjusting control plane policing throughput of low (or lower) priority control plane traffic to permit higher throughput. The drop rate for low or lower priority control plane traffic can be determined to be above a threshold value. The processor utilization can be determined to be operating under normal utilization (or at a utilization within a threshold utilization value). The control plane policing for control plane traffic for the low or lower class of service can be increased (or decreased) to permit lower class of service control traffic to be transmitted using higher class of service resources without adjusting the priority levels for the lower class of service control traffic.

Abstract: A method and system for determining fractional flow reserve (FFR) for a coronary artery stenosis of a patient is disclosed. In one embodiment, medical image data of the patient including the stenosis is received, a set of features for the stenosis is extracted from the medical image data of the patient, and an FFR value for the stenosis is determined based on the extracted set of features using a trained machine-learning based mapping. In another embodiment, a medical image of the patient including the stenosis of interest is received, image patches corresponding to the stenosis of interest and a coronary tree of the patient are detected, an FFR value for the stenosis of interest is determined using a trained deep neural network regressor applied directly to the detected image patches.

Abstract: A system and method for building a driver are disclosed. In one embodiment, the system includes one or more processors and a memory storing instructions that, when executed by the processor, cause the system to: obtain an interface description; obtain at least one mapping rule; operate a flow controller that controls a flow of operations, the operations using one or more of the interface description and the at least one mapping rule; obtain a protocol adapter; and implement access to a data source based on the operation of the flow controller using the obtained protocol adapter.

Abstract: Techniques and examples pertaining to objection detection and trajectory prediction for autonomous vehicles are described. A processor receives an input stream of image frames and fuses a spatiotemporal input stream of the image frames and an appearance-based stream of the image frames using a deep neural network (DNN) to generate an augmented stream of the image frames. The processor performs object detection and trajectory prediction of one or more objects in the image frames based on the augmented stream.

Abstract: An event processing system for distributing geospatial computations with geo-fences is disclosed. The system can partition and distribute geo-fences efficiently for parallel computation, and can track a potentially unlimited number of moving objects. A computing device determines a minimum bounding rectangle (MBR) covering a geographic area indexed by a geo-grid, and partitions the MBR and a set of geo-fences to a plurality of processing nodes. The computing device receives input events of a stream comprising locations within the geographic area. The device distributes the events to partitions on processing nodes, based at least on the events' locations. The device can determine a partition identifier corresponding to a respective location in constant time. The computing device then combines partition results to obtain a single geospatial computation result.

Abstract: An event processing system for distributing a geospatial computation, and processing events in an event stream, is disclosed. The disclosed system and methods can apply a spatial function, such as distance, within Distance, and proximity, in parallel to a stream comprising event locations. The disclosed system improves over existing geospatial computations by providing an efficient parallel implementation that can handle a large number of moving objects in real time with little latency. A computing device receives an event stream comprising locations and can geohash the locations to obtain geohashes identifying geo grid cells containing the locations. The computing device can determine respective sets of neighboring geohashes identifying neighboring cells in the geo grid. The computing device then partitions the geospatial computation by mapping, based on the respective geo hash and the respective set of neighboring geo hashes, the events to processors.

Abstract: Embodiments for a packaged semiconductor device are provided herein, which includes a substrate; an antenna module attached to a top surface of the substrate, the antenna module including an antenna; an electronic component attached to the top surface of the substrate, the electronic component communicatively coupled to the antenna module through electrical connections in the substrate; a first portion of mold body that encapsulates the antenna module; a second portion of mold body that encapsulates the electronic component, wherein the second portion of mold body is separated from the first portion of mold body by at least a first trench; and a shielding layer that covers the second portion of mold body.

Abstract: A method in a mobile station (MS) and an MS in a wireless communication network are provided. The method includes detecting an intersystem change from an S1 mode to one of an A/Gb mode and an Iu mode, detecting that a routing area update (RAU) has failed detecting that a successful generic location updating procedure has not been performed since the detected intersystem change, and triggering an MM specific procedure based on detecting that the RAU has failed and the successful generic location updating procedure has not been performed. The MM specific procedure corresponds to a location area update (LAU).

Abstract: A circuit breaker is described herein. In one aspect, the circuit breaker includes a communication module, a non-transitory memory device, and a memory controller. The communication module is configured to receive protection settings and breaker information from a trip unit coupled to the communication module. The protection settings and the breaker information are received upon powering-on the trip unit. The non-transitory memory device is configured to store the protection settings and the breaker information associated with the circuit breaker. The memory controller is configured to cause the protection settings and the breaker information received to be written to the non-transitory memory device.