Abstract: Systems and methods for performing a medical imaging analysis task are provided. One or more input medical images of a patient are received. The one or more input medical images are encoded into embeddings using a machine learning based encoder network. A medical imaging analysis task is performed based on the embeddings. Results of the medical imaging analysis task are output.

Abstract: A communication node operable to estimate faults in a mobile ad hoc network and method of performing the same. In one embodiment, the communication node includes a processor and memory including computer program code configured to, with the processor, cause the communication node to monitor a set of observable parameters at the communication node, produce a fault estimate at the communication node from the set of observable parameters, and provide the fault estimate to a global fault detector at another communication node.

Abstract: A communication node operable to estimate faults in a mobile ad hoc network and method of performing the same. In one embodiment, the communication node includes a processor and memory including computer program code configured to, with the processor, cause the communication node to monitor a set of observable parameters at the communication node, produce a fault estimate at the communication node from the set of observable parameters, and provide the fault estimate to a global fault detector at another communication node.

Abstract: A virtual ad hoc network testbed provides the capability to instrument a testbed in order to support the execution of network-aware applications “as is.” Network aware applications are a special class of applications that interact with a network not only by using the network for communication purposes, but also configure or read the status of network devices. Local stack management provides the means to automatically construct standard APIs for accessing the information residing in a simulated or emulated network, and instantiate these APIs. The testbed is designed to bridge a standard management module (such as SNMP) and a simulation or emulation model, starting from a MIB module. The testbed uses CORBA as a communication means. The process is divided into two parts, agent side and model side.

Abstract: A virtual ad hoc network testbed provides the capability to instrument a testbed in order to support the execution of network-aware applications “as is.” Network aware applications are a special class of applications that interact with a network not only by using the network for communication purposes, but also configure or read the status of network devices. Local stack management provides the means to automatically construct standard APIs for accessing the information residing in a simulated or emulated network, and instantiate these APIs. The testbed is designed to bridge a standard management module (such as SNMP) and a simulation or emulation model, starting from a MIB module. The testbed uses CORBA as a communication means. The process is divided into two parts, agent side and model side.