Machine-Learned Models for Multimodal Searching and Retrieval of Images

    公开(公告)号:US20240370487A1

    公开(公告)日:2024-11-07

    申请号:US18253859

    申请日:2022-11-04

    Applicant: Google LLC

    Abstract: Systems and methods of the present disclosure are directed to computer-implemented method for machine-learned multimodal search refinement. The method includes obtaining a query image embedding for a query image and a textual query refinement associated with the query image. The method includes processing the query image embedding and the textual query refinement with a machine-learned query refinement model to obtain a refined query image embedding that incorporates the textual query refinement. The method includes evaluating a loss function that evaluates a distance between the refined query image embedding and an embedding for a ground truth image within an image embedding space. The method includes modifying value(s) of parameter(s) of the machine-learned query refinement model based on the loss function.

    Display screen or portion thereof with transitional graphical user interface

    公开(公告)号:USD1042529S1

    公开(公告)日:2024-09-17

    申请号:US29869040

    申请日:2022-12-20

    Applicant: Google LLC

    Abstract: FIG. 1 is a front view of a display screen or portion thereof with a transitional graphical user interface showing a first image of the claimed design; and,
    FIG. 2 is a second image thereof.
    The outermost evenly spaced broken lines show an electronic device that forms no part of the claimed design. The dot-dash broken lines show a display screen or portion thereof and form no part of the claimed design. The remaining broken lines and all lined-through text, show portions of the transitional graphical user interface, and form no part of the claimed design.
    The appearance of the transitional image sequentially transitions between the views of FIGS. 1-2. The process or period in which an image transitions to another forms no part of the claimed design.

    Display screen or portion thereof with transitional graphical user interface

    公开(公告)号:USD1042528S1

    公开(公告)日:2024-09-17

    申请号:US29869039

    申请日:2022-12-20

    Applicant: Google LLC

    Abstract: FIG. 1 is a front view of a display screen or portion thereof with a transitional graphical user interface showing a first image of the claimed design; and,
    FIG. 2 is a second image thereof.
    The outermost evenly spaced broken lines show an electronic device that forms no part of the claimed design. The dot-dash broken lines show a display screen or portion thereof and form no part of the claimed design. The remaining broken lines and all lined-through text, show portions of the transitional graphical user interface, and form no part of the claimed design.
    The appearance of the transitional image sequentially transitions between the views of FIGS. 1-2. The process or period in which an image transitions to another forms no part of the claimed design.

    Systems and Methods for Efficient Multimodal Search Refinement

    公开(公告)号:US20240028638A1

    公开(公告)日:2024-01-25

    申请号:US17871531

    申请日:2022-07-22

    Applicant: Google LLC

    CPC classification number: G06F16/532 G06F9/453 G06F16/538

    Abstract: Systems and methods of the present disclosure are directed to a computer-implemented method for multimodal search refinement. The method includes obtaining a visual search query from a user comprising one or more query images. The method includes providing a search interface for display to the user, the search interface comprising one or more result images responsive to the one or more query images and an interface element indicative of a request to the user to refine the visual search query. The method includes obtaining, from the user, textual data comprising a refinement to the visual search query. The method includes appending, by the computing system, the textual data to the visual search query to obtain a multimodal search query.

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