Deep feature and shallow LBP feature fused breast tumor ultrasonic image processing device

The invention provides a deep feature and shallow LBP feature fused breast tumor ultrasonic image processing device. The deep feature and shallow LBP feature fused breast tumor ultrasonic image processing device comprises an image database establishment unit, an image preprocessing unit, a region of...

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Bibliographische Detailangaben
Hauptverfasser: CHEN HUA, LIU GANG, JIN ZHIHAO, MA MINGLUN
Format: Patent
Sprache:chi ; eng
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Beschreibung
Zusammenfassung:The invention provides a deep feature and shallow LBP feature fused breast tumor ultrasonic image processing device. The deep feature and shallow LBP feature fused breast tumor ultrasonic image processing device comprises an image database establishment unit, an image preprocessing unit, a region of interest extraction unit, a deep feature extraction unit, a shallow LBP feature extraction unit, a feature fusion unit and a classification unit. The image database establishment unit, the image preprocessing unit, the region-of-interest extraction unit, the deep feature extraction unit, the shallow LBP feature extraction unit, the feature fusion unit and the classification unit are in communication connection with one another. The high-level complex features of the tumor image can be described through deep feature extraction of the image based on the deep learning network, the low-level simple features of the tumor image can be described through feature extraction based on the rotation invariant local binary patt