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    • 34. 发明授权
    • Neural network training system
    • US10592780B2
    • 2020-03-17
    • US15942226
    • 2018-03-30
    • FRINGEFY LTD.
    • Roni GurvichIdan IlanOfer AvniStav Yagev
    • G06K9/00G06K9/62G06N3/08
    • In order for the feature extractors to operate with sufficient accuracy, a high degree of training is required. In this situation, a neural network implementing the feature extractor may be trained by providing it with images having known correspondence. A 3D model of a city may be utilized in order to train a neural network for location detection. 3D models are sophisticated and allow manipulation of viewer perspective and ambient features such as day/night sky variations, weather variations, and occlusion placement. Various manipulations may be executed in order to generate vast numbers of image pairs having known correspondence despite having variations. These image pairs with known correspondence may be utilized to train the neural network to be able to generate feature maps from query images and identify correspondence between query image feature maps and reference feature maps. This training can be accomplished without requiring the capture of real images with known correspondence. Capture of real images with known correspondence is cumbersome, time and resource-intensive, and difficult to manage.
    • 36. 发明授权
    • Closure device
    • US10472144B2
    • 2019-11-12
    • US15342654
    • 2016-11-03
    • Newlight Capital, LLC
    • Issam Adib Khoury
    • B65D51/28F16K31/00H01L41/09
    • A closure device may be formed with a reservoir closure housing, defining a reservoir. An electrically-actuated valve may be arranged to open a passage from a reservoir of the closure housing. An actuation circuit may be connected to the electrically-actuated valve. The actuation circuit may include a battery or a power source. The actuation circuit may include a switch connected in series with the power source. The switch may be a manually-actuated switch. The manually-actuated switch may be a twist-actuated switch. The closure device may have a photovoltaic element as a power source. A removable cover may shield the photovoltaic element from light. The closure device may have an electrically-actuated valve that is a piezoelectric electric valve. The closure device wherein the piezoelectric valve may be arranged for fluid communication between a reservoir side of the valve and a container side of said valve and a control member may be movable between a first position blocking said port and a second position, at least partially unblocking the port.