Supervised metric learning for music structure features

    公开(公告)号:US12106740B2

    公开(公告)日:2024-10-01

    申请号:US17502890

    申请日:2021-10-15

    Applicant: Lemon Inc.

    CPC classification number: G10H1/0008 G06N3/08 G10H2210/076 G10H2250/311

    Abstract: Devices, systems, and methods related to implementing supervised metric learning during a training of a deep neural network model are disclosed herein. In examples, audio input may be received, where the audio input includes a plurality of song fragments from a plurality of songs. For each song fragment, an aligning function may be performed to center the song fragment based on determined beat information, thereby creating a plurality of aligned song fragments. For each song fragment of the plurality of song fragments, an embedding vector may be obtained from the deep neural network. Thus, a batch of aligned song fragments from the plurality of aligned song fragments may be selected, such that a training tuple may be selected. A loss metric may be generated based on the selected training tuple and one or more weights of the deep neural network model may be updated based on the loss metric.

    INFORMATION SEGMENTATION METHODS, APPARATUSES, AND ELECTRONIC DEVICES

    公开(公告)号:US20240289312A1

    公开(公告)日:2024-08-29

    申请号:US18572606

    申请日:2022-06-21

    Applicant: LEMON INC.

    CPC classification number: G06F16/2228

    Abstract: Methods, apparatuses and electronic devices for information segmentation. The method includes, for a target information node in an information sequence and based on first node information of the target information node, determine a first demarcation point probability value, in which the first demarcation point probability value indicates a probability that the target information node is a first type of demarcation point; determine, based on the first demarcation point probability value and second node information of the target information node, a second demarcation point probability value, in which the second demarcation point probability value indicates a probability that the information node is a second type of demarcation point, and the first type of demarcation point is associated with the second type of demarcation point; and determines, based on the first and the second demarcation point probability value, at least two segmentation modes for the information sequence.

    METHOD AND APPARATUS FOR SEPARATING AUDIO SIGNAL, DEVICE, STORAGE MEDIUM, AND PROGRAM

    公开(公告)号:US20240282329A1

    公开(公告)日:2024-08-22

    申请号:US18570923

    申请日:2022-08-18

    Applicant: Lemon Inc.

    CPC classification number: G10L21/0308 G10L25/18

    Abstract: Provided in the embodiments of the present disclosure are an audio signal separation method and apparatus, a device, an electronic device, a computer-readable storage medium, a computer program product, and a computer program. The method comprises: determining first amplitude information of a mixed audio signal to be processed, and first phase information of the mixed audio signal; processing the first amplitude information to obtain amplitude difference information and phase difference information between the mixed audio signal and a first audio signal, wherein the first audio signal is a pure audio signal corresponding to a first sound source in the mixed audio signal; and according to the first amplitude information, the first phase information, the amplitude difference information, and the phase difference information, determining the first audio signal. By means of the described process, the audio separation effect can be improved.

    VIDEO REMIXING METHOD
    218.
    发明公开

    公开(公告)号:US20240242736A1

    公开(公告)日:2024-07-18

    申请号:US18562230

    申请日:2022-05-23

    Applicant: Lemon Inc.

    CPC classification number: G11B27/031

    Abstract: The present invention relates to method for generating a video remix, the method comprising: receiving an input video; selecting at least one excerpt from the input video, wherein an audio signal of the selected excerpt includes at least one onset; determining a plurality of sub-sequences of the at least one excerpt; and rearranging the plurality of sub-sequences according to a predetermined pattern to form the video remix.

    VIDEO GENERATION METHOD AND APPARATUS, DEVICE AND MEDIUM

    公开(公告)号:US20240233088A9

    公开(公告)日:2024-07-11

    申请号:US18543969

    申请日:2023-12-18

    Applicant: Lemon Inc.

    Abstract: The present disclosure provides a video generation method, an apparatus, a device and a medium, and the method includes: acquiring background images; acquiring an image to be segmented comprising a target object; performing image segmentation for the target object on the image to be segmented to obtain a contour image corresponding to the target object; using the contour image as a foreground image of a target display video; and cyclically flipping the background images, and generating the target display video by fusing the foreground image and the background images, in which the background images are being cyclically flipped in the target display video.

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