Abstract: Embodiments of the present disclosure relate to a recurrent framework based on Recurrent Highway Networks (RHNs) for sequence modeling using batch normalization. In certain embodiments, constraints within the RHNs are relaxed to reduce or avoid gradient vanishing or exploding by normalizing the current transition units in highway layers.

Abstract: A multipurpose mobile utility lifting ergonomic cart consists of a structural frame, a platform, at least one insert, a plurality of wheels, and a height-adjustable arm. The height-adjustable arm extends from the structural frame and is connected to the platform so that the platform can be positioned at varying heights. The platform provides workspace for the user by being attached to the at least one insert that can be, but is not limited to, a dish drying rack, a podium insert, or a house cleaner rack. The structural frame can be used for holding items such as boxes or cleaning supplies. The plurality of wheels allows the user to move the apparatus from one location to another.

Abstract: A system and method that performs iterative foreground detection and multi-object segmentation in an image is disclosed herein. A new background prior is introduced to improve the foreground segmentation results. Three complimentary methods detect and segment foregrounds containing multiple objects. The first method performs an iterative segmentation of the image to pull out the salient objects in the image. In a second method, a higher dimensional embedding of the image graph is used to estimate the saliency score and extract multiple salient objects. A third method uses a metric to automatically pick the number of eigenvectors to consider in an alternative method to iteratively compute the image saliency map. Experimental results show that these methods succeed in accurately extracting multiple foreground objects from an image.

Abstract: A multipurpose mobile utility lifting ergonomic cart consists of a structural frame, a platform, at least one insert, a plurality of wheels, and a height-adjustable arm. The height-adjustable arm extends from the structural frame and is connected to the platform so that the platform can be positioned at varying heights. The platform provides workspace for the user by being attached to the at least one insert that can be, but is not limited to, a dish drying rack, a podium insert, or a house cleaner rack. The structural frame can be used for holding items such as boxes or cleaning supplies. The plurality of wheels allows the user to move the apparatus from one location to another.

Abstract: Embodiments of the present disclosure a method for determining product relevancy including extracting metadata from an image file of a digital image collection, the metadata being indicative of at least one feature of the image file. The method includes creating an input profile corresponding to the metadata extracted from the image files of the digital image collection. The method includes comparing the input profile to a product profile, the product profile having one or more rules corresponding to a consumer product, wherein the rules are indicative of the requirements of the product. The method includes determining a match score, the match score indicative of a relevancy of the product profile to the input profile such that a high relevancy correlates to a consumer product that is suited to the input profile and a low relevancy correlates to the consumer product that is not suited to the input profile.

Abstract: Embodiments herein include processing systems for food products and related methods. In an embodiment, a food processing system is included with a continuous processing channel divided into a come-up chamber, a main electromagnetic wave (such as microwave) heating chamber, and a cool-down chamber. The continuous processing channel can define at least two separate portions oriented for vertical product movement. In various embodiments, the come-up chamber, the main electromagnetic wave heating chamber, and the cool-down chamber are at least partially filled with liquid. The system can further include a product conveyor mechanism to convey food products to be processed continuously along a conveyance path passing from the come-up chamber through the main electromagnetic wave heating chamber and to the cool-down chamber. The system can further include an electromagnetic wave energy emitting apparatus configured to emit electromagnetic wave energy into the main heating chamber.

Abstract: A system for processing liquidity forecasting decisions includes one or more processors configured to execute one or more program modules. The modules are configured to receive, via the one or more processors, a forecast for an account at a forecast timestamp. The modules are also configured to identify, via the one or more processors, a forecast rule using attributes from the forecast. Responsive to the forecast rule having a milestone associated therewith, the modules are configured to retrieve, via the one or more processors, a milestone time associated with the milestone, compare, via the one or more processors, the forecast timestamp to the milestone time, and apply, via the one or more processors, a forecast decision based on the comparison of the forecast timestamp and the milestone time. Applying the forecast decision includes determining a confidence level that a transaction associated with the forecast will occur by a given time.

Abstract: A method is provided for receiving and interacting with a set of presentation images by a user on a mobile device, during a presentation given by a presenter to a plurality of participants. The presentation images are received on the mobile device from a presentation server. A first display instruction is also received from the presenter via the server. The presentation images (rendered locally on the mobile device) are displayed through an interactivity interface on the device taking into account the first display instructions as permitted by the capabilities of the mobile device. When a second display instruction is received from the presenter via the server the appearance or pacing of the presentation images is automatically changed on the interactivity interface without the need to reload the presentation images from the presentation server.

Abstract: Compounds of Formula (1) and their pharmaceutically acceptable salts are described: Formula (1) Processes for their preparation, pharmaceutical compositions containing them, their use as medicaments and their use in the treatment of bacterial infections are also described.

Abstract: A method of grouping images captured in a common location, including receiving a collection of images; classifying the images into a set of events, where each image in the collection belongs to no more than one event; analyzing background region(s) of images from each event to determine one or more features that represent the event; and comparing features from at least two events to determine which events occurred in a common location.

Abstract: A system and method for automatic creation of digital image albums. A Page Creator Module utilizes a genetic engine and a layout evaluation module. The genetic engine evolves a group of images to a plurality of album pages, based on certain layout criteria. The evaluation module calculates layout criteria and compares them with user preferences. When an acceptable image/page layout has been generated, the image/page assignments are transferred to an Image Placement Module. The Image Placement Module utilizes a second genetic engine, which evolves various criteria to generate page layouts genetic structures. These structures define the location, scale, and rotation of images placed on a given page. A layout evaluation module calculates and compares these layouts with certain other preferences and page requirements. When a suitable layout has been generated, a final album output is generated, which may be displayed, printed, or otherwise transferred for subsequent utilization.

Abstract: A method for structuring video by probabilistic merging of video segments includes the steps of obtaining a plurality of frames of unstructured video; generating video segments from the unstructured video by detecting shot boundaries based on color dissimilarity between consecutive frames; extracting a feature set by processing pairs of segments for visual dissimilarity and their temporal relationship, thereby generating an inter-segment visual dissimilarity feature and an inter-segment temporal relationship feature; and merging video segments with a merging criterion that applies a probabilistic analysis to the feature set, thereby generating a merging sequence representing the video structure. The probabilistic analysis follows a Bayesian formulation and the merging sequence is represented in a hierarchical tree structure.

Abstract: A method for customizing a presentation of a set of digital images provided by a user is disclosed, comprising the steps of selecting an initial presentation format criteria for the set of digital images by the user; analyzing the digital images for additional information; providing to the user a first portable electronic storage medium having the set of digital images stored thereon, the images capable of being presented to the user on a display device in accordance with a first presentation format based upon the initial selected presentation format criteria and the analysis of the additional information; and providing a software program to the user enabling the user to select additional presentation format criteria.

Abstract: In methods and systems for classifying capture records, such as images. A collection of capture records is provided. Each capture record has metadata defining a map location. This metadata can be earlier determined from a stream of data transmissions, even if there are gaps in transmission. The provided capture records are clustered into groups based on capture locations. A map, inclusive of the capture locations, is segmented into a plurality of regions based on relative positions of the capture locations associated with each group. The regions are associated with the capture records of respective groups.

Abstract: A method of identifying a particular person in a digital image collection, wherein at least one of the images in the digital image collection contains more than one person, includes providing at least one first label for a first image in the digital image collection containing a particular person and at least one other person; wherein the first label identifies the particular person and a second label for a second image in the digital image collection that identifies the particular person; using the first and second labels to identify the particular person; determining features related to the particular person from the first image or second image or both; and using such particular features to identify another image in the digital image collection believed to contain the particular person.

Abstract: A method for associating event times or time periods with digital images in a collection for determining if a digital image is of interest, includes storing a collection of digital images each having an associated capture time; comparing the associated capture time in the collection with a special event time to determine if a digital image in the collection is of interest, wherein the comparing step includes calculation of a special event time associated with a special event based on the calendar time associated with the special event and using such information to perform the comparison step; and associating digital images of interest with the special event.

Abstract: Additional records are combined into a database of earlier-entered records clustered into existing events. A common chronology of a set of the existing events in the database and the additional records is determined based upon respective date-times of origination. Relative proportions of the earlier-entered and additional records in the database are ascertained. The following are identified in the chronology: existing events immediately preceding, concurrent with, and immediately succeeding additional records. When the relative proportions are beyond a predetermined reuse threshold, all of the records of the set and the additional records are reclustered into new events independent of the existing events. When the relative proportions are within the predetermined reuse threshold, only the identified records are reclustered with the additional records.

Abstract: A method for customizing a presentation of a set of digital images provided by a user is disclosed, comprising the steps of selecting an initial presentation format criteria for the set of digital images by the user; analyzing the digital images for additional information; providing to the user a first portable electronic storage medium having the set of digital images stored thereon, the images capable of being presented to the user on a display device in accordance with a first presentation format based upon the initial selected presentation format criteria and the analysis of the additional information; and providing a software program to the user enabling the user to select additional presentation format criteria.