Early earthquake detection apparatus and method

    公开(公告)号:US11543547B2

    公开(公告)日:2023-01-03

    申请号:US17168066

    申请日:2021-02-04

    Abstract: An early earthquake detection method may comprise acquiring a frame image from a camera; acquiring a vibration signal from the frame image; removing a noise signal due to vibration of the camera from the vibration signal; acquiring a motion signal obtained by magnifying subtle motions from the noise signal-removed vibration signal; extracting vibration characteristics from the motion signal; estimating an occurrence of an earthquake by extracting a peak signal from the vibration characteristics; and determining whether an earthquake occurs by receiving earthquake estimation information from at least one other camera located within a certain range.

    IMAGE PROCESSING METHOD AND APPARATUS BASED ON MACHINE LEARNING

    公开(公告)号:US20220366539A1

    公开(公告)日:2022-11-17

    申请号:US17770993

    申请日:2020-11-11

    Abstract: An image processing method and apparatus based on machine learning are disclosed. The image processing method based on machine learning, according to the present invention, may comprise the steps of: generating a first corrected image by inputting an input image to a first convolution neural network; generating an intermediate image on the basis of the input image; performing machine learning on a first loss function of the first convolution neural network on the basis of the first corrected image and the intermediate image; and performing machine learning on a second loss function of the first convolution neural network on the basis of the first corrected image and a natural image.

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