Abstract: A system is described for breast imaging that includes spatially registering sequential mammographic images of the same breast. The system includes a first compression member configured to contact a first side of a breast, a second compression member configured to contact a second side of a breast that is substantially opposite the first side. The system further includes a first image sensor, coupled to the first compression member and configured to detect a position of a first fiducial marker located at the first side of the breast, and a second image sensor, coupled to the second compression member and configured to detect a position of a second fiducial marker located at the second side of the breast.

Abstract: A system is described for breast imaging that includes spatially registering sequential mammographic images of the same breast. The system includes a first compression member configured to contact a first side of a breast, a second compression member configured to contact a second side of a breast that is substantially opposite the first side. The system further includes a first image sensor, coupled to the first compression member and configured to detect a position of a first fiducial marker located at the first side of the breast, and a second image sensor, coupled to the second compression member and configured to detect a position of a second fiducial marker located at the second side of the breast.

Abstract: A system is described for breast imaging that includes spatially registering sequential mammographic images of the same breast. The system includes a first compression member configured to contact a first side of a breast, a second compression member configured to contact a second side of a breast that is substantially opposite the first side. The system further includes a first image sensor, coupled to the first compression member and configured to detect a position of a first fiducial marker located at the first side of the breast, and a second image sensor, coupled to the second compression member and configured to detect a position of a second fiducial marker located at the second side of the breast.

Abstract: A system is described for breast imaging that includes spatially registering sequential mammographic images of the same breast. The system includes a first compression member configured to contact a first side of a breast, a second compression member configured to contact a second side of a breast that is substantially opposite the first side. The system further includes a first image sensor, coupled to the first compression member and configured to detect a position of a first fiducial marker located at the first side of the breast, and a second image sensor, coupled to the second compression member and configured to detect a position of a second fiducial marker located at the second side of the breast.

Abstract: A neural classifier that allows visualization of the query, the training data and the decision regions in a single two-dimensional display, providing benefits for both the designer and the user. The visual neural classifier is formed from a set of experts and a visualization network. Visualization is accomplished by a funnel-shaped multilayer dimensionality reduction network configured to learn one or more classification tasks. If a single dimensionality reduction network does not provide sufficiently accurate classification results, a group of these dimensionality reduction networks may be arranged in a modular architecture. Among these dimensionality reduction networks, the experts receive the input data and the visualization network combines the decisions of the experts to form the final classification decision.

Abstract: Data compression of a sequence of digital frames is achieved by periodic sampling of the frames to form a sequence of "milestone frames". Each frame between the milestone frames is partitioned into a set of subarrays or fragments that cover the frame. Each fragment is projected one frame forward or backward, depending on the direction of tracking, and then displaced to a position yielding the closest match in the adjacent frame. The data available for transmission or storage is comprised of: a) compressed encoding of the milestone frames; and b) the displacements of the fragments from either adjacent frame. Unique to this invention is the construction of a motion trajectory at each pixel of each frame and the reconstruction of the intensity values of the pixels in those frames that are not milestone frames. The construction of motion trajectories is achieved by finding sequences of connected displacements of fragments.

Abstract: An inspection system and method suitable for high speed inspection of articles having bounded surfaces are disclosed. The apparatus processes the image of the item being inspected to provide a first processed image comprising the modulus of the light intensity from the article being inspected, and a second modified image comprising, for each point, the angle of the highest light intensity gradient at that point in the image. The variability of the angle throughout the image is then determined, and the modulus and variability combined such as, by way of example, by point by point multiplication, to provide image data comprising a quantitative evaluation of the image. This data in turn may be combined into a single quantitative measure indicating the desired characteristics of the article being inspected for acceptance and rejection, or otherwise used to determine surface characteristics, locate known or unknown surface anomalies, and/or determine the size, shape, orientation, etc.