Medical informed machine learning: A scoping review and future research directions
Combining domain knowledge (DK) and machine learning is a recent research stream to
overcome multiple issues like limited explainability, lack of data, and insufficient robustness …
overcome multiple issues like limited explainability, lack of data, and insufficient robustness …
[HTML][HTML] GSDA: Generative adversarial network-based semi-supervised data augmentation for ultrasound image classification
Medical Ultrasound (US) is one of the most widely used imaging modalities in clinical
practice, but its usage presents unique challenges such as variable imaging quality. Deep …
practice, but its usage presents unique challenges such as variable imaging quality. Deep …
PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise Hardness
We present a novel semi-supervised framework for breast ultrasound (BUS) image
segmentation which is a very challenging task owing to (1) large scale and shape variations …
segmentation which is a very challenging task owing to (1) large scale and shape variations …
A domain knowledge powered hybrid regularization strategy for semi-supervised breast cancer diagnosis
Semi-supervised learning has attracted much attention in medical image analysis as
annotating medical images is substantially difficult. Existing semi-supervised learning …
annotating medical images is substantially difficult. Existing semi-supervised learning …
GSDA: Generative Adversarial Network-based Semi-Supervised Data Augmentation for Ultrasound Image Classification
Medical Ultrasound (US) is one of the most widely used imaging modalities in clinical
practice, but its usage presents unique challenges such as variable imaging quality. Deep …
practice, but its usage presents unique challenges such as variable imaging quality. Deep …
Semi-supervised Learning for Real-time Segmentation of Ultrasound Video Objects: A Review.
J Guo, Z Li, Y Lin - Advanced Ultrasound in Diagnosis & …, 2023 - search.ebscohost.com
Real-time intelligent segmentation of ultrasound video object is a demanding task in the field
of medical image processing and serves as an essential and critical step in image-guided …
of medical image processing and serves as an essential and critical step in image-guided …