Abstract: An invention relates to a system (100) for classifying presence of fracture and body parts on musculoskeletal X-ray. The system (100) is based on an artificial intelligence for targeting fracture classification and body part. Further, the system comprises a data collection module (205) and a fracture classification module (206). Furthermore, the fracture classification module (206) may comprise a classification model (207) and a segmentation model (208). The classification model (207) may be configured to generate a classification score and the segmentation model (208) may be configured to generate segmentation score. The fracture classification module (206) may be configured to generate 10 a fracture score (403) and a body part score (404). The fracture classification module (206) may be configured to compare said scores (403, 404) against threshold values to classify fracture presence and classify body parts. The system (100) may enhance the efficiency and accuracy of fracture diagnosis in X-ray images.

Abstract: The present subject matter relates to a system (100) and a method (300) for classifying a type of fracture on musculoskeletal X-ray image (101). The system (100) employs a data collection module, a fracture-type classification module including a classification model (207) and a segmentation model (208) based on an artificial intelligence. The data collection module (205) may collect data corresponding to input X-ray images (101), which are then analyzed by a fracture-type classification module (206) using the classification model (207) and the segmentation model (208). Further, the classification model (207) may calculate the classification score and the segmentation module (208) may calculate the segmentation score. The fracture-type classification module may generate the fracture-type score based on the classification score and segmentation score.

Abstract: The present disclosure relates to a system (100) and method for providing bounding box to fractured body parts in musculoskeletal X-ray images. The system (100) comprises a memory unit (203) and processor (201) with a data collection module (205) gathering input X-ray data (101). Additionally, it includes a fracture detection module (206) consisting of a segmentation model (207) and an object detection model (208). The segmentation model (207) determines segmentation scores to each pixel in the X-ray image and generates a segmentation mask (404) by comparing the segmentation score of each pixel (403) with a segmentation threshold of a fracture. Simultaneously, the object detection model (208) determines the rectangular coordinates of one or more body parts within the X-ray image (101). The fracture detection module (206) then overlaps the segmentation mask (404) with the body part coordinates, resulting in bounding boxes for each fractured body part.

Abstract: An image processing system, comprising at least one processor configured to: detect a character string region including any character string from a target object image relating to a target object including a standard character string; apply character recognition to the character string region to calculate a score relating to a result of the character recognition for each character included in the character string region; and determine whether the character string region is a standard region including the standard character string based on the score calculated for the each character.

Abstract: Systems and methods are provided for reconstructing images from motion-affected k-space data. In one example, a method comprises obtaining k-space data of a spin echo magnetic resonance imaging (MRI) exam of a subject, the k-space data comprising a plurality of echo train lengths (ETLs), with each ETL comprising a subset of lines of the k-space data. The method further comprises identifying a subset of ETLs of the plurality of ETLs of the k-space data corresponding to a dominant pose of the subject, generating an undersampled version of the k-space data, the undersampled version including only the subset of ETLs, entering the undersampled version of the k-space data as input to a reconstruction model trained to output a reconstructed image based on the undersampled version of the k-space data, and displaying the reconstructed image on a display device and/or saving the reconstructed image in memory.

Abstract: Systems and methods are described for performing persistent inflight tracking of operations (Ops) within a cross-site storage solution. According to one embodiment, a method comprises maintaining state information regarding a data synchronous replication status for a first storage object of a primary storage cluster and a second storage object of a secondary storage cluster. The method includes performing persistent inflight tracking of I/O operations with a first Op log of the primary storage cluster and a second Op log of the secondary storage cluster, establishing and comparing Op ranges for the first and second Op logs, and determining a relation between the Op range of the first Op log and the Op range of the second Op log to prevent divergence of Ops in the first and second Op logs and to support parallel split of the Ops.

Abstract: A method includes receiving, via a graphical user interface (GUI), by a processing device, a first user input to view data associated with a first process chamber in a first chamber data mode. Data of the first chamber data mode includes data of a process operation performed in the first process chamber. The method further includes providing, for display on the GUI, first display data of the first data chamber mode responsive to receiving the first user input. The method further includes receiving a second user input to view data associated with the first process chamber in a second chamber data mode. Data of the second chamber data mode includes data of a virtual process operation performed by a virtual representation of the first process chamber. The method further includes providing, for display on the GUI, second display data of the second data chamber mode.

Abstract: A method for dynamically replicating data in a disaggregated distributed storage system includes receiving, by a processor, a request from a controller to replicate data; dynamically selecting, by the processor, a storage node for replicating the data from among a plurality of storage nodes, based on one or more replication parameters associated with each storage node of the plurality of storage nodes, wherein the one or more replication parameters include at least one of a flash factor corresponding to the each storage node, and a latency between the controller and the each storage node; and providing, by the processor, information about the selected storage node to the controller for replicating the data.

Abstract: A system and method for improving image quality of periodically rotated overlapping parallel lines with enhanced reconstruction (PROPELLER) imaging include acquiring a plurality of blades of k-space data of a region of interest in a rotational manner around a center of k-space via a magnetic resonance imaging (MRI) scanner from a coil during a PROPELLER sequence, wherein each blade of the plurality of blades of k-space data includes a plurality of parallel phase encoding lines sampled in a phase encoding order. The system and method also include utilizing a deep learning-based denoising network to denoise each blade of the plurality of blades of k-space data to generate a plurality of denoised blades. The system and method further include utilizing a PROPELLER reconstruction algorithm to generate a complex image from the plurality of denoised blades.

Abstract: A method includes measuring a subset of property values within a manufacturing chamber during a process performed on a substrate within the manufacturing chamber. The method further includes determining property values in the manufacturing chamber at locations removed from the locations the measurements are taken. The method further includes performing a corrective action based on the determined properties.

Abstract: Disclosed herein is a material for use in sorbent-based dialysis, the material comprising: acidic and/or neutral cation exchange particles; alkaline anion exchange particles; and one or more of an alkali metal carbonate, a water insoluble alkaline earth metal carbonate, and a water insoluble polymeric ammonium carbonate. Also disclosed herein are uses of said material and its preparation.

Abstract: A circuit may enable communication between a primary device and one or more secondary devices. The communication may utilize a Universal Asynchronous Receiver Transmitter (UART) protocol. In operation, the primary device may require information on the baud rate of the secondary device. The UART may operate in an inverted polarity mode, and this inverted polarity may be interpreted by the secondary device as a request to enter an auto-baud detection mode. Using the inverted polarity mode to enter the auto-baud detection mode may prevent excessive delays in the UART communication and may prevent the need for additional pins to implement the auto-baud detection mode.

Abstract: Systems and methods are described for performing persistent inflight tracking of operations (Ops) within a cross-site storage solution. According to one embodiment, a method comprises maintaining state information regarding a data synchronous replication status for a first storage object of a primary storage cluster and a second storage object of a secondary storage cluster. The method includes performing persistent inflight tracking of I/O operations with a first Op log of the primary storage cluster and a second Op log of the secondary storage cluster, establishing and comparing Op ranges for the first and second Op logs, and determining a relation between the Op range of the first Op log and the Op range of the second Op log to prevent divergence of Ops in the first and second Op logs and to support parallel split of the Ops.

Abstract: Disclosed is a steering apparatus including a pair of plate brackets provided on two sides of an outer tube and including tilt long holes formed in a vertical direction, a cam unit coupled to an outer side of any one of the pair of plate brackets to apply a pressure inward, and an adjusting unit coupled to an outer surface of the cam unit to adjust rotation of the cam unit, wherein the adjusting unit includes a first spring installed outside the cam unit, a plunger of which one end is in contact with the first spring and the other end is provided with a push button, a stopper provided in a hollow shape through which the plunger passes, a position of the stopper is fixed to a vehicle body, a guide pin formed to protrude from an outer circumferential surface of the plunger, and a guide member provided in a hollow shape through which the plunger passes, fixed to an outer side of the stopper, and including a guide groove in which the guide pin is accommodated, and the guide groove includes a diagonal groove forme

Abstract: Systems and methods are provided for reconstructing images from motion-affected k-space data. In one example, a method comprises obtaining k-space data of a spin echo magnetic resonance imaging (MRI) exam of a subject, the k-space data comprising a plurality of echo train lengths (ETLs), with each ETL comprising a subset of lines of the k-space data. The method further comprises identifying a subset of ETLs of the plurality of ETLs of the k-space data corresponding to a dominant pose of the subject, generating an undersampled version of the k-space data, the undersampled version including only the subset of ETLs, entering the undersampled version of the k-space data as input to a reconstruction model trained to output a reconstructed image based on the undersampled version of the k-space data, and displaying the reconstructed image on a display device and/or saving the reconstructed image in memory.

Abstract: Methods and apparatus related to determining a triggering event of a user, selecting media relevant to the triggering event, and providing the selected media to the user. Some implementations are directed to methods and apparatus for determining a past event of the user that is indicative of past interaction of the user with one or more past entities and the triggering event may be determined to be associated with the past event. The media selected to provide to the user may contain media that includes the one or more past entities associated with the past event and the media may be provided to the user in response to the triggering event.

Abstract: A system operable for transporting semiconductor substrates includes a factory interface. The system further includes one or more robots disposed within the factory interface. The system further includes a vacuum ejector operable to provide vacuum to the factory interface.

Abstract: A method of performing replication recovery operation in a disaggregated distributed storage system (DDSS) includes identifying an affected storage node included in the storage pool based on an occurrence of one or more predetermined conditions; selecting at least one replacement storage node from among one or more storage nodes included in the storage pool to recover replication data stored in the affected storage node; selecting at least one controller for performing a replication recovery operation from among one or more controllers included in the controller pool; and assigning one or more replication recovery jobs to the at least one controller; and receiving, by the replication recovery device, a notification from the at least one controller based on the one or more replication recovery jobs being completed.

Abstract: Reclamation of a portion of a cache memory in a cloud computing environment is described herein. A cache activeness signal is received from a cache broker. The cache activeness signal is representative of a usage of a first set of cache entries of the cache memory by a first group of computing nodes in a cluster of nodes. A determination to reclaim a portion of the first set of cache entries or of a second set of cache entries is made based at least on the cache activeness signal. The second set of cache entries are utilized by a second group of computing nodes in the cluster of nodes. The determined portion of memory is reclaimed. In an aspect, the cache broker determines a usage of the set of cache entries by the first group of computing nodes and generates the cache activeness signal representative of the determined usage.

Abstract: The present subject matter discloses a system and method for automatically detecting and quantifying a plaque/stenosis in a vascular ultrasound scan data in real time using Deep learning models. The system receives a video data and selects one or more frames/images for further processing to detect and quantify the plaque in the artery. Based on the selected one or more frames, the system detects a region of interest (ROI) and further processes the ROI. The system selects end points of a deposits of the plaque by taking a maximum length of the plaque in the artery/plaque boundary and determines the orientation of the vascular ultrasound scan. Based on the orientation and the selected end points, the system determines a vessel/artery boundary to identify a size of the plaque. Based on the determined vessel boundary and the orientation, the system determines plaque segments and measures parameters of the plaque.