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Scene graph generation method and device and storage medium

A scene graph and image technology, applied in the field of image understanding, can solve problems such as the inability to reasonably use and process internally related information, and achieve a reasonable and accurate understanding of the scene graph

Active Publication Date: 2020-06-26
BEIJING SENSETIME TECH DEV CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

Therefore, treating these semantically overlapping predicates as a separate category has no way to rationally utilize and process the information of the internal relationship between these predicates

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  • Scene graph generation method and device and storage medium
  • Scene graph generation method and device and storage medium
  • Scene graph generation method and device and storage medium

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Embodiment Construction

[0050] Reference will now be made in detail to the exemplary embodiments, examples of which are illustrated in the accompanying drawings. When the following description refers to the accompanying drawings, the same numerals in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the following exemplary examples do not represent all implementations consistent with the present disclosure. Rather, they are merely examples of apparatuses and methods consistent with aspects of the present disclosure as recited in the appended claims.

[0051] The terminology used in the present disclosure is for the purpose of describing particular embodiments only and is not intended to be limiting of the present disclosure. As used in this disclosure and the appended claims, the singular forms "a", "said" and "the" are also intended to include the plural forms unless the context clearly dictates otherwise. It should also be unders...

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Abstract

The invention provides a scene graph generation method and device and a storage medium, and the method comprises the steps: obtaining the object features of an image through object detection; obtaining a first relation feature and a second relation feature between a first object and a second object in the image through relation detection, wherein the subclass of the first relationship feature comprises the second relationship feature; generating the scene graph based on an object corresponding to the object feature, a first predicate corresponding to the first relationship feature and a secondpredicate corresponding to the second relationship feature, wherein at least one of the objects with the relationship characteristics belongs to the object corresponding to the object characteristics.

Description

technical field [0001] The present disclosure relates to the field of image understanding, and in particular to a method and device for generating a scene graph, and a storage medium. Background technique [0002] Scene graph generation is a basic image understanding task, which refers to generating an image based on an image with detected objects as nodes and relationships between objects as edges. [0003] Corresponding to linguistics, a phrase can be composed of subject-predicate-object. In the generated scene graph, nodes are objects, corresponding to the categories of subjects or objects, and edges are the relationship between two objects, corresponding to the predicate category. Therefore, the generation of the scene graph generally involves object detection first, and then further infers the relationship between the two objects, thereby generating the final scene graph. [0004] Therefore, both object detection and relation detection are formulated as classification...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T11/60G06N3/04
CPCG06T11/60G06N3/045
Inventor 孙书洋周仪李怡康欧阳万里
Owner BEIJING SENSETIME TECH DEV CO LTD