Abstract: In one or more implementations, body features of a subject can be tracked and a pose estimation produced using an unconstrained video sequence. The video sequence constitutes a physical record of the body features of the subject. A set of 2D coordinates corresponding to the body features of the subject can be received from a first neural network and 2D Keypoints are detected and transmitted to a second neural network. The second neural network can return corresponding depth estimation values, which can be processed to generate a set of 3D coordinates that correspond to the body features of the subject in camera space. Furthermore, one or more non-linear optimizations can be applied to fit a predetermined skeleton to the generate 3D Keypoints, and produce the pose estimation corresponding to the body features of the subject.

Abstract: The present disclosure is directed to a winch assembly that includes a power drive with a motor component. The motor component of the power drive rotates a member within the winch assembly and the rotation of that member is translated to a rotation component (e.g., a spool, a drum, etc.) of the winch assembly to wind up a line, a cord, a rope, a chain, or some other type of line that can be wound up by the winch assembly. The power drive further includes a casing that surrounds and encases the motor component. In some embodiments, the casing of the power drive may be fully encased within the rotation component of the winch assembly. In some embodiments, the casing of the power drive may be partially inset the rotation component. In some embodiments, the casing of the power drive may be external to the rotation component. The motor component is an electric motor that an operator or user can select parameters desired for operation of the winch assembly depending on the situation of use for the winch assembly.

Abstract: A method for locating and tracking facial features in an unconstrained video sequence includes: in a face-detecting process, delineating, with region-bounding coordinates, the face of the subject within an image selected from the sequence; detecting, in the selected image, a small set of landmarks, corresponding to the face of the subject, using a convolutional neural network, trained to take as input an image region corresponding to the face of the—subject and to return a set of coordinates at computational speeds approximating real time; projectively fitting a three-dimensional character model to the detected landmarks, and using the fitted model to estimate physical locations of additional landmarks, so as to provide a complete hypothesized set of facial landmarks; and in a feature tracker process, updating the hypothesized set of facial landmarks to improve convergence between predicted feature locations and their actual physical locations based on data sampled from the selected image.

Abstract: A method for locating and tracking facial features in an unconstrained video sequence includes: in a face-detecting process, delineating, with region-bounding coordinates, the face of the subject within an image selected from the sequence; detecting, in the selected image, a small set of landmarks, corresponding to the face of the subject, using a convolutional neural network, trained to take as input an image region corresponding to the face of the—subject and to return a set of coordinates at computational speeds approximating real time; projectively fitting a three-dimensional character model to the detected landmarks, and using the fitted model to estimate physical locations of additional landmarks, so as to provide a complete hypothesized set of facial landmarks; and in a feature tracker process, updating the hypothesized set of facial landmarks to improve convergence between predicted feature locations and their actual physical locations based on data sampled from the selected image.

Abstract: Injection stretch blow molding process for preparing polyolefin containers, comprising the following steps: 1) preparing a preform by injection molding a polyolefin composition comprising a polymer (A) selected from ethylene polymers, propylene polymers and mixtures thereof, and a heat absorber (B); 2) supplying heat to reheat the preform prepared in step 1) and stretch blow molding said preform; wherein the heat absorber (B) is selected from phosphates, condensed phosphates, phosphites, and mixed hydroxide/phosphate oxanion compounds of Copper (Cu), Calcium (Ca), Tin (Sn) and/or Iron (Fe).

Abstract: Injection stretch blow molding process for preparing polyolefin containers, comprising the following steps: 1) preparing a preform by injection molding a polyolefin composition comprising a polymer (A) selected from ethylene polymers, propylene polymers and mixtures thereof, and a heat absorber (B); 2) supplying heat to reheat the preform prepared in step 1) and stretch blow molding said preform; wherein the heat absorber (B) is selected from phosphates, condensed phosphates, phosphites, and mixed hydroxide/phosphate oxanion compounds of Copper (Cu), Calcium (Ca), Tin (Sn) and/or Iron (Fe).

Abstract: Targets including bifacial target areas adjoining four planar extension arms that meet at a center and are set at angles of 109.5 degrees between adjacent arms. A method including providing a pair of symmetrical target portions each having two bifacial target areas adjoining extension arms that meet along a centerline. Slits are provided at centerline apexes, and the slits the two portions are merged. The two target portions are welded together along the merged slits. A method including positioning a target on a surface, with one extension arm projecting upward. A firearm is aimed at a face of the bifacial target area adjoined to the upwardly projecting arm. The firearm is fired to impact the face, the impact causing the target to flip into a new position The firearm is then aimed at a face of the bifacial target area adjoined to the new upwardly projecting extension arm.

Abstract: Targets including bifacial target areas adjoining four planar extension arms that meet at a center and are set at angles of 109.5 degrees between adjacent arms. A method including providing a pair of symmetrical target portions each having two bifacial target areas adjoining extension arms that meet along a centerline. Slits are provided at centerline apexes, and the slits the two portions are merged. The two target portions are welded together along the merged slits. A method including positioning a target on a surface, with one extension arm projecting upward. A firearm is aimed at a face of the bifacial target area adjoined to the upwardly projecting arm. The firearm is fired to impact the face, the impact causing the target to flip into a new position The firearm is then aimed at a face of the bifacial target area adjoined to the new upwardly projecting extension arm.

Abstract: Injection stretch blow-molding process for preparing polymer containers, comprising the following steps: 1) covering, partially or totally, the outside surface of the core rod of a preform mold with a polymer film; 2) injecting a polymer layer over the covered core rod, thus obtaining a preform comprising an inside polymer film layer and an outside polymer layer; 3) stretch blow-molding the said perform, thus obtaining a container comprising an inside polymer film layer and an outside polymer layer.

Abstract: Injection stretch blow-molding process for the preparation of polyethylene containers wherein use is made, as the polyethylene material, of an ethylene (co)polymer having density equal to or greater than 0.945 g/cm3 and F/E ratio values equal to or greater than 60.

Abstract: Compounds of formula (I) wherein R1, R3, R4, R5, R6, R7, and R10 are as defined in the specification, are described. The present invention also relates to pharmaceutical composition comprising said compounds and to the use of said compounds in therapy. The present invention further relates to processes for the preparation of said compounds and to new intermediates useful in the preparation thereof. Beside, the invention relates to salts and polymorphic forms of the new compounds as well as the preparation thereof.

Abstract: A device for processing a workpiece which, for this purpose, is fixed inside a working space (or enclosure) in a machining center and is processed with the aid of a tool. To remove processing residues, a gas stream is made to flow through working space, which is formed, for this purpose, like a nozzle. So as to improve further the removal of undesired processing residues from working space, without at the same time increasing the performance of the devices generating air stream, the working space is widened after the narrowest cross sectional area, in the flow direction of gas stream, similar to a Laval nozzle, machining center being situated in the region of the greatest flow speed. Because of this arrangement, in addition, an undesired limitation of working space available for machining center may be avoided.

Abstract: A device for processing a workpiece which, for this purpose, is fixed inside a working space (or enclosure) in a machining center and is processed with the aid of a tool. To remove processing residues, a gas stream is made to flow through working space, which is formed, for this purpose, like a nozzle. So as to improve further the removal of undesired processing residues from working space, without at the same time increasing the performance of the devices generating air stream, the working space is widened after the narrowest cross sectional area, in the flow direction of gas stream, similar to a Laval nozzle, machining center being situated in the region of the greatest flow speed. Because of this arrangement, in addition, an undesired limitation of working space available for machining center may be avoided.

Abstract: A rotary mixing device provides an elongate powering shaft carrying at a first end portion mixing apparatus formed by a first outer annulus interconnected by quadrantally arrayed first radial elements to the first end portion of the powering shaft, and a second inner annulus spacedly distant along the powering shaft from the first annulus and having quadrantally arrayed second radial elements interconnecting the second annulus and the powering shaft, with each of the second radial elements of the second annulus being coplanar with one of the first radial elements of the first annulus. Elongate peripheral elements extend in quadrantal array to interconnect the first and second annuli with end portions immediately radially outwardly from each coplanar pair of first and second radial elements.