Abstract: The present disclosure relates to techniques for segmenting objects within medical images using a deep learning network that is localized with object detection based on a derived contrast mechanism. Particularly, aspects are directed to localizing an object of interest within a first medical image having a first characteristic, projecting a bounding box or segmentation mask of the object of interest onto a second medical image having a second characteristic to define a portion of the second medical image, and inputting the portion of the second medical image into a deep learning model that is constructed as a detector using a weighted loss function capable of segmenting the portion of the second medical image and generating a segmentation boundary around the object of interest. The segmentation boundary may be used to calculate a volume of the object of interest for determining a diagnosis and/or a prognosis of a subject.

Abstract: The present disclosure relates to techniques for segmenting objects within medical images using a deep learning network that is localized with object detection based on a derived contrast mechanism. Particularly, aspects are directed to localizing an object of interest within a first medical image having a first characteristic, projecting a bounding box or segmentation mask of the object of interest onto a second medical image having a second characteristic to define a portion of the second medical image, and inputting the portion of the second medical image into a deep learning model that is constructed as a detector using a weighted loss function capable of segmenting the portion of the second medical image and generating a segmentation boundary around the object of interest. The segmentation boundary may be used to calculate a volume of the object of interest for determining a diagnosis and/or a prognosis of a subject.

Abstract: The present disclosure relates to techniques for segmenting objects within medical images using a deep learning network that is localized with object detection based on a derived contrast mechanism. Particularly, aspects are directed to localizing an object of interest within a first medical image having a first characteristic, projecting a bounding box or segmentation mask of the object of interest onto a second medical image having a second characteristic to define a portion of the second medical image, and inputting the portion of the second medical image into a deep learning model that is constructed as a detector using a weighted loss function capable of segmenting the portion of the second medical image and generating a segmentation boundary around the object of interest. The segmentation boundary may be used to calculate a volume of the object of interest for determining a diagnosis and/or a prognosis of a subject.

Abstract: A scrubber assembly (14) for a windshield wiper (10) having a wiper arm (12) includes a scrubber housing (22) attached to the wiper arm. The scrubber housing (22) has an interior volume (66) and at least one opening (58). A rod (68) is at least partially disposed in the interior volume (66) and is displaceable from a first position to a second position. A brush assembly (42) is attached to the rod (68) with at least one flexible connecting member (76) that extends through the at least one opening (58) to the brush assembly. When the rod (68) is in the first position, a first portion of the flexible connecting member (76) protrudes from the opening (58), and when the rod is displaced to the second position, a second portion of the flexible connecting member that is larger than the first portion protrudes from the opening.

Abstract: The present invention relates to a food product with high levels of ethanol soluble fiber and total dietary fiber and methods of making the same. In particular, the food product contains at least one food ingredient and a modified high hydroxypropyl substituted starch. The modified starch is suitable as a non-animal derived gelatin replacement in foods traditionally prepared with gelatin and may also be used in extruded food products.

Abstract: A scrubber assembly (14) for a windshield wiper (10) having a wiper arm (12) includes a scrubber housing (22) attached to the wiper arm. The scrubber housing (22) has an interior volume (66) and at least one opening (58). A rod (68) is at least partially disposed in the interior volume (66) and is displaceable from a first position to a second position. A brush assembly (42) is attached to the rod (68) with at least one flexible connecting member (76) that extends through the at least one opening (58) to the brush assembly. When the rod (68) is in the first position, a first portion of the flexible connecting member (76) protrudes from the opening (58), and when the rod is displaced to the second position, a second portion of the flexible connecting member that is larger than the first portion protrudes from the opening.

Abstract: A scrubber assembly (14) for a windshield wiper (10) having a wiper arm (12) includes a scrubber housing (22) attached to the wiper arm. The scrubber housing (22) has an interior volume (66) and at least one opening (58). A rod (68) is at least partially disposed in the interior volume (66) and is displaceable from a first position to a second position. A brush assembly (42) is attached to the rod (68) with at least one flexible connecting member (76) that extends through the at least one opening (58) to the brush assembly.

Abstract: A scrubber assembly (14) for a windshield wiper (10) having a wiper arm (12) includes a scrubber housing (22) attached to the wiper arm. The scrubber housing (22) has an interior volume (66) and at least one opening (58). A rod (68) is at least partially disposed in the interior volume (66) and is displaceable from a first position to a second position. A brush assembly (42) is attached to the rod (68) with at least one flexible connecting member (76) that extends through the at least one opening (58) to the brush assembly. When the rod (68) is in the first position, a first portion of the flexible connecting member (76) protrudes from the opening (58), and when the rod is displaced to the second position, a second portion of the flexible connecting member that is larger than the first portion protrudes from the opening.

Abstract: A composition comprising from about 3% d.s.b. to about 35% d.s.b. of a first starch, wherein the degree of substitution (DS) of the first starch with a hydroxypropyl group is from about 0.1 to about 0.6; from about 10% d.s.b. to about 50% d.s.b. of a second starch; and from about 15% d.s.b. to about 87% d.s.b. of a flour or a meal. A method, comprising extruding a composition as described above and from about 15% total weight to about 25% total weight water at a temperature from room temperature to about 200° C., to yield an extruded composition comprising less than about 5% total weight water.

Abstract: A scrubber assembly (14) for a windshield wiper (10) having a wiper arm (12) includes a scrubber housing (22) attached to the wiper arm. The scrubber housing (22) has an interior volume (66) and at least one opening (58). A rod (68) is at least partially disposed in the interior volume (66) and is displaceable from a first position to a second position. A brush assembly (42) is attached to the rod (68) with at least one flexible connecting member (76) that extends through the at least one opening (58) to the brush assembly. When the rod (68) is in the first position, a first portion of the flexible connecting member (76) protrudes from the opening (58), and when the rod is displaced to the second position, a second portion of the flexible connecting member that is larger than the first portion protrudes from the opening.