VIDEO ENCODING METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM

    公开(公告)号:US20250133213A1

    公开(公告)日:2025-04-24

    申请号:US18913926

    申请日:2024-10-11

    Inventor: Cheng CHEN Shu Shi

    Abstract: The embodiment of the disclosure provides a video encoding method and apparatus, an electronic device and a storage medium. The method includes the steps of determining a video segment included in a target video according to a duration corresponding to a first picture group parameter; determining a target feature corresponding to video encoding data of a previous video segment for a current video segment; inputting the target feature into a target decision model, and determining a picture group parameter corresponding to the current video segment by using the target decision model; and encoding the current video segment based on the picture group parameter corresponding to the current video segment.

    SYNTHETIC DATA GENERATION FOR SERVICE RECOMMENDATION

    公开(公告)号:US20250124488A1

    公开(公告)日:2025-04-17

    申请号:US19002124

    申请日:2024-12-26

    Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for synthetic data generation for service recommendation models. One of the methods includes generating a plurality of synthetic data items, each synthetic data item including user data, context data, service data of a service, and user action data characterizing one or more user actions with respect to the service; for each synthetic data item of the plurality of synthetic data items, processing the synthetic data item using an evaluator to generate a score indicating quality of the synthetic data item; selecting a subset of synthetic data items from the plurality of synthetic data items; and providing the subset of synthetic data items into a service recommendation model for recommending one or more services to one or more users based on the subset of synthetic data items.

    CRYO-ELECTRON MICROSCOPY IMAGE PROCESSING METHOD AND APPARATUS, TERMINAL, AND STORAGE MEDIUM

    公开(公告)号:US20250112021A1

    公开(公告)日:2025-04-03

    申请号:US18891450

    申请日:2024-09-20

    Abstract: The present disclosure provides a cryo-electron microscopy image processing method and apparatus, a terminal, and a storage medium. The cryo-electron microscopy image processing method includes: obtaining a cryo-electron microscopy image; encoding the cryo-electron microscopy image into latent variables through an encoder; converting the latent variables into an atomic model structure through a decoder; correcting the atomic model structure using a loss function to obtain a corrected atomic model structure, where the loss function includes a bond length constraint loss function, a clash constraint loss function, and a spring constraint loss function; and converting, through a projector module, the corrected atomic model structure into a density map represented by Gaussian spheres, and projecting the density map to obtain a projection image.

    Feature extraction of multimedia data

    公开(公告)号:US12260628B2

    公开(公告)日:2025-03-25

    申请号:US17724140

    申请日:2022-04-19

    Applicant: Lemon Inc.

    Abstract: Implementations of the present disclosure relate to methods, devices, and computer program products of extracting a feature for multimedia data that comprises a plurality of medium types. In a method, a first feature is determined for a first medium type in the plurality of medium types by masking a portion in a first medium object with the first medium type. A second feature is determined for a second medium type other than the first medium type in the plurality of medium types. The feature is generated for the multimedia data based on the first and second features. With these implementations, multiple medium types are considered in the feature extraction, and thus the feature may fully reflect various aspects of the multimedia data in an accurate way.

    EXPRESSION DRIVING METHOD AND DEVICE, AND EXPRESSION DRIVING MODEL TRAINING METHOD AND DEVICE

    公开(公告)号:US20250078570A1

    公开(公告)日:2025-03-06

    申请号:US18726709

    申请日:2023-01-04

    Applicant: Lemon Inc.

    Abstract: The present disclosure provides an expression driving method and apparatus, and a training method and apparatus of an expression driving model. The expression driving method includes acquiring a first video; and inputting the first video into a pre-trained expression driving model to obtain a second video. The expression driving model is trained based on a target sample image and a plurality of first sample images. A facial image in the second video is generated based on the target sample image. A gesture expression feature of the facial image in the second video is the same as a gesture expression feature of a facial image in the first video.

    MULTI-VIEW 3D DIFFUSION
    9.
    发明申请

    公开(公告)号:US20250078392A1

    公开(公告)日:2025-03-06

    申请号:US18238780

    申请日:2023-08-28

    Applicant: Lemon Inc.

    Abstract: An image generation system is described. The system comprises a neural network model configured to perform a diffusion process to generate a set of multi-view images from a same input prompt. The set of multi-view images have a same subject from different view orientation. The neural network model comprises a self-attention layer configured to relate pixels across the set of multi-view images.

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