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Systems and methods for encoding image features of high-resolution digital images of biological specimens

專利號
US11176412B2
公開日期
2021-11-16
申請人
Ventana Medical Systems, Inc.(US AZ Tucson)
發(fā)明人
Yao Nie
IPC分類
G06K9/00; G06K9/62; G06T7/11; G06K9/46
技術領域
superpixel,image,clustering,centroid,clusters,in,cluster,vectors,vector,biological
地域: AZ AZ Tucson

摘要

An image analysis system for analyzing biological specimen images is disclosed. The system may include: a superpixel generator configured to obtain a biological specimen image and group pixels of the biological specimen image into a plurality of superpixels; a feature extractor configured to extract, from each superpixel in the plurality of superpixels, a feature vector comprising a plurality of image features; a clustering engine configured to assign the plurality of superpixels to a predefined number of clusters, each cluster being characterized by a centroid vector of feature vectors of superpixels assigned to the cluster; and a storage interface configured to store, for each superpixel in the plurality of superpixels, clustering information identifying the one cluster to which the superpixel is assigned. The system may also include a graph engine configured construct a graph based on the stored information, and use the graph to perform a graph-based image processing task.

說明書

FIG. 5 illustrates a flowchart of an exemplary method 500 for encoding image features of a biological specimen image. Method 500 may be executed, for example, by various modules of image analysis system 100 discussed above. Method 500 may be implemented, for example, in the form of executable instructions stored on at least one non-transitory machine-readable storage medium (e.g., memory 116) and executed by at least one processor or processor core (e.g., processor 117). Method 500 may also be implemented in the form of electronic circuitry (e.g., hardware), or in the form of some combination of electronic circuitry and instructions executable by a processor. It will be appreciated by persons skilled in the art based on the following description of method 500 that some blocks of method 500 may be executed substantially concurrently or in a different order than shown in FIG. 5; that method 500 may include more or less blocks than are shown in FIG. 5; and that some blocks of method 500 may, at certain times, be ongoing and/or may repeat.

權利要求

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