/Ultrasound-AI

This project includes a variety of ultrasound image processing, such as enhancement, generation, classification, etc.

Ultrasound-image-processing

This project includes a variety of ultrasound image processing, such as enhancement, generation, classification, etc.

Ultrasound Image Processing（超声图像处理）

Ultrasound Image Enhancement

Date Pub Title Links
September 2023 Transactions on Machine Learning Research Revisiting Hidden Representations in Transfer Learning for Medical Imaging paper/code
February
2023		 Nature Communications Virtual elastography ultrasound via generative adversarial network for breast cancer diagnosis paper/code
2022 Proceedings of the Computer Vision - ACCV 2022 HiCo: Hierarchical Contrastive Learning for Ultrasound Video Model Pretraining paper/code
December 2022 IEEE Transactions on Medical Imaging Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning paper/code
July 2022 IEEE Transactions on Medical Imaging Deep-fUS: A Deep Learning Platform for Functional Ultrasound Imaging of the Brain Using Sparse Data paper/code
September 2021 arXiv USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning paper/code

Ultrasound Image Synthesis

Ultrasound Image Classification

Date Pub Title Links
June 
2023		 IEEE TRANSACTIONS ON
MEDICAL IMAGING		 HoVer-Trans: Anatomy-aware
HoVer-Transformer for ROI-free Breast Cancer
Diagnosis in Ultrasound Images		 paper/code
January 
2023		 Computer Methods and Programs in Biomedicine MsGoF: Breast lesion classification on ultrasound images by
multi-scale gradational-order fusion framework		 paper/code
August 2021 sensors Pulmonary COVID-19: Learning Spatiotemporal Features Combining CNN and LSTM Networks for Lung Ultrasound Video Classification paper/code

Ultrasound Image Detection

Data Pub Title Links
January 2021 Applied Sciences Accelerating Detection of Lung Pathologies with Explainable Ultrasound Image Analysis paper/code

Ultrasound Image Segmentation

Data Pub Title Links
October
2023		 Pattern Recognition Rethinking the unpretentious U-net for medical ultrasound image segmentation paper/code
May 
2023		 Computer Methods and Programs in Biomedicine BPAT-UNet: Boundary preserving assembled transformer UNet for ultrasound thyroid nodule segmentation paper/code
January
2023		 Engineering Applications of Artificial Intelligence RRCNet: Refinement residual convolutional network for breast ultrasound images segmentation paper/code
January 
2023		 arXiv MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model paper/code
November
2022		 Computers in Biology and Medicine Thyroid Region Prior Guided Attention for Ultrasound Segmentation of Thyroid Nodules paper/code
November 2022 Medical Image Analysis Domain generalization for prostate segmentation in transrectal ultrasound images: A multi-center study paper/code
April
2021		 IEEE International Symposium on Biomedical Imaging SGUNET: Semantic Guided UNET For Thyroid Nodule Segmentation paper/code
February
2021		 arXiv Medical Transformer: Gated Axial-Attention for Medical Image Segmentation paper/code

ull supervision

breast image

Date Pub Title Links
June 2023 Engineering Applications of Artificial Intelligence DPCTN: Dual path context-aware transformer network for medical image
segmentation		 paper/code

semi-supervised

self-monitoring