Abstract: A computer system is configured to remove motion artifacts in medical images using a generative adversarial network (GAN). The computer system instantiates the GAN having one or more generative network(s) and one or more discriminative network(s) that are pitted against each other to train a generative model and a discriminative model. The training uses a training dataset including a plurality of medical images that are previously classified as without significant motion artifacts for diagnostic purposes. The discriminative model is trained to classify medical images as real or artificial. The generative model is trained to enhance the quality of a medical image and remove motion artifacts by producing a medical image directly from a post-contrast image, without using a pre-contrast mask.

Abstract: A computer system is configured to remove motion artifacts in medical images using a generative adversarial network (GAN). The computer system instantiates the GAN having one or more generative network(s) and one or more discriminative network(s) that are pitted against each other to train a generative model and a discriminative model. The training uses a training dataset including a plurality of medical images that are previously classified as without significant motion artifacts for diagnostic purposes. The discriminative model is trained to classify medical images as real or artificial. The generative model is trained to enhance the quality of a medical image and remove motion artifacts by producing a medical image directly from a post-contrast image, without using a pre-contrast mask.

Abstract: In a computing system environment for viewing, accessing, and executing computing resources on one or more computing devices of a user, methods and apparatus include creating an object configured to provide at least one navigational aid for display on at least one of the computing devices. The object allows a user to view, navigate to, and access the computing resource. The object further includes one or more computing policies defining access rights for the computing resource and a listing of one or more other computing resources required for loading and/or executing the computing resource. Other computing resources necessary for loading and/or executing the computing resource are held separate from the object, thus providing information needed to execute the computing resource to the user while abstracting methods and resources required to build and use the computing resource.

Abstract: A method and apparatus of lighting a marine habitat for growth utilizing an LED light system. The light system includes an LED light source, a power supply for such light source and a controller for controlling the activation status and the intensity of the LED light source.

Abstract: A storable, portable and expandable plant growth system that allows preparation of seed and root media material in a storable state and selective activation through the injection of liquid when germination and growth is desired.