Multi-stage visual recognition-based medicine bottle recognition method and device, biosafety cabinet

CN122929311APending Publication Date: 2026-10-16QINGDAO HAIER BIOMEDICAL CO LTD
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Patent Information

Application Number
CN202611269137.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-08-20
Publication Date
2026-10-16

AI Technical Summary

Technical Problem

在药瓶类别较多,且类别间差异较小的情况下,上述方案存在识别准确性较低的问题

Benefits of technology

采用上述技术方案,通过对药瓶目标定位任务和药瓶类别识别任务进行分阶段处理,使第一识别模型能够侧重确定待识别图像中各药瓶的位置,而第二识别模型基于根据目标位置信息获得的单个药瓶区域图像进行类别识别,从而降低由同一模型同时执行目标定位和细粒度分类时不同特征关注需求之间的相互影响。同时,通过从待识别图像中提取分别包含单个药瓶的药瓶区域图像,可以减少背景信息及其他药瓶对后续类别识别的干扰,使第二识别模型更加集中地提取单个药瓶的类别鉴别信息,进而提高外观相似药瓶的识别准确性,降低药瓶误识别的可能性。

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Abstract

The application relates to the technical field of image recognition, and discloses a medicine bottle recognition method and device based on multi-stage visual recognition and a biological safety cabinet. The medicine bottle recognition method comprises the following steps: acquiring a to-be-recognized image containing at least one medicine bottle; inputting the to-be-recognized image into a first recognition model to obtain target position information corresponding to each medicine bottle in the to-be-recognized image; obtaining medicine bottle region images respectively containing single medicine bottles from the to-be-recognized image according to the target position information; and inputting each medicine bottle region image into a second recognition model to obtain a medicine bottle category corresponding to each medicine bottle region image. Through the stage-by-stage processing of the medicine bottle target positioning task and the medicine bottle category recognition task, the recognition accuracy of appearance-similar medicine bottles is improved, and the possibility of medicine bottle misrecognition is reduced.
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