Abstract: Methods for automated identification of vascular features are described. In some embodiments, one or more machine learning (ML)-based vascular classifiers are used, with their results being combined to with results of at least one other vascular classifier in order to produce the final results. Potentially advantages of this approach include the ability to combine certain strengths of ML classifiers with segmentation approaches based on more classical (“formula-based”) methods. These strengths may include particularly the identification of anatomically identified targets mixed within an image also showing similar looking but anatomically distinct targets.

Abstract: Methods for automated identification of vascular features are described. In some embodiments, one or more machine learning (ML)-based vascular classifiers are used, with their results being combined to with results of at least one other vascular classifier in order to produce the final results. Potentially advantages of this approach include the ability to combine certain strengths of ML classifiers with segmentation approaches based on more classical (“formula-based”) methods. These strengths may include particularly the identification of anatomically identified targets mixed within an image also showing similar looking but anatomically distinct targets.

Abstract: The present invention relates to a mezuzah case having an electronic signaling device for attracting attention of Jewish people walking through a doorway to a mezuzah which is affixed to the doorpost. The Mezuzah case includes housing for holding and protecting a mezuzah parchment and an electric signaling device for emitting a noticeable signal. According to one embodiment the signaling device is a light source. According to an alternative embodiment, the signaling device emits an audio signal. The mezuzah case may further include electronic means for automatically controlling the signaling device according to a preset program and a power source for energizing the electronic means and the signaling device.

Abstract: The present invention relates to a mezuzah case having an electronic signaling device for attracting attention of Jewish people walking through a doorway to a mezuzah which is affixed to the doorpost. The Mezuzah case includes housing for holding and protecting a mezuzah parchment and an electric signaling device for emitting a noticeable signal. According to one embodiment the signaling device is a light source. According to an alternative embodiment, the signaling device emits an audio signal. The mezuzah case may further include electronic means for automatically controlling the signaling device according to a preset program and a power source for energizing the electronic means and the signaling device.