Abstract: Techniques are disclosed related to using anatomical mask data acquired via magnetic resonance imaging (MRI) scans to train a convolutional neural network (CNN). The training may include the verification of cardiac scar tissue locations data obtained from the anatomical mask data with a reliable system for doing so, such as ground truth data from enhanced cardiac MRI late gadolinium enhanced (LGE) scans. Once the CNN is adequately trained using the anatomical mask data, the CNN may be used to identify cardiac scar tissue from image data obtained from medical imaging modalities other than MRI.

Abstract: An anti-ransomware system for a computer system has a deception component comprising a decoy module configured to place decoy segments within one or more file systems, a detection component comprising a behavioral analysis module configured to analyze the behavior of a suspected ransomware, and a response component. The response component has a suspend/kill module configured to suspend the suspected ransomware, a restore files module configured to restore files from an on-demand backup system, a capture encryption key module configured to retrieve the encryption used by the suspected ransomware, and a quarantine module configured to quarantine the suspected ransomware on the device and to quarantine the device off the network, to prevent spread of infection. In an embodiment, the detection and/or response components operate within a kernel-level access. The system's detection component may further comprise a machine-learning module, and the decoy segments may be on-demand and dynamic.

Abstract: A method of processing location information on a mobile device which includes a primary receiver for receiving a primary signal; a diversity receiver for receiving a diversity signal or location information; a diversity combiner which can combine primary and diversity signals to form a combined signal; and a first processing unit for processing the combined signal; the method comprising the steps of: identifying whether the device is in a location mode or a diversity mode; if the device is in location mode, disabling the diversity combiner; passing the output from the primary receiver directly to the first processing unit; and passing location information from the diversity receiver to a location processing unit.

Abstract: Systems and methods for use with an optical communication beam are disclosed. The system allows the beam of light to operate at an adequate power level that provides a robust optical link while minimizing any safety risk to humans. The system calibrates and controls the gain for an avalanche photodiode detector (APD). A detector circuit is used to calibrate the APD. Once calibrated, the detector circuit further provides an electrical bias to the APD to process or condition the electrical signal to produce a detector output. The systems and methods disclosed herein attenuate the power level of an incoming communication beam to prevent oversaturation of an APD. The system further provides an alignment signal, which is effective over a wide dynamic range of incoming power levels.