A hierarchical graph V-Net with semi-supervised pre-training for histological image based breast Cancer classification
Numerous patch-based methods have recently been proposed for histological image based
breast cancer classification. However, their performance could be highly affected by ignoring …
breast cancer classification. However, their performance could be highly affected by ignoring …
Deep weakly-supervised breast tumor segmentation in ultrasound images with explicit anatomical constraints
Breast tumor segmentation is an important step in the diagnostic procedure of physicians
and computer-aided diagnosis systems. We propose a two-step deep learning framework for …
and computer-aided diagnosis systems. We propose a two-step deep learning framework for …
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation
Breast tumor segmentation is critical to the diagnosis and treatment of breast cancer. In
clinical breast cancer analysis, experts often examine multi-modal images since such …
clinical breast cancer analysis, experts often examine multi-modal images since such …
Boundary-rendering network for breast lesion segmentation in ultrasound images
Breast Ultrasound (BUS) has proven to be an effective tool for the early detection of cancer
in the breast. A lesion segmentation provides identification of the boundary, shape, and …
in the breast. A lesion segmentation provides identification of the boundary, shape, and …
C-Net: Cascaded convolutional neural network with global guidance and refinement residuals for breast ultrasound images segmentation
Background and objective Breast lesions segmentation is an important step of computer-
aided diagnosis system. However, speckle noise, heterogeneous structure, and similar …
aided diagnosis system. However, speckle noise, heterogeneous structure, and similar …
Lesion segmentation in ultrasound using semi-pixel-wise cycle generative adversarial nets
J Xing, Z Li, B Wang, Y Qi, B Yu… - … ACM transactions on …, 2020 - ieeexplore.ieee.org
Breast cancer is the most common invasive cancer with the highest cancer occurrence in
females. Handheld ultrasound is one of the most efficient ways to identify and diagnose the …
females. Handheld ultrasound is one of the most efficient ways to identify and diagnose the …