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20172026
most citedMONAI: An open-source framework for deep learning in healthcare

452 citations · 903 across the 62 of their papers we have counts for

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Showing 2021 · eess.IVShow all

5 papers · 2 filters

eess.IV2021

Real-time multimodal image registration with partial intraoperative point-set data

Zachary M C Baum, Yipeng Hu, Dean C Barratt

We present Free Point Transformer (FPT) - a deep neural network architecture for non-rigid point-set registration. Consisting of two modules, a global feature extraction module and…

eess.IV2021★ 2 cited

Lung Ultrasound Segmentation and Adaptation between COVID-19 and Community-Acquired Pneumonia

Harry Mason, Lorenzo Cristoni, Andrew Walden +6

Lung ultrasound imaging has been shown effective in detecting typical patterns for interstitial pneumonia, as a point-of-care tool for both patients with COVID-19 and other communi…

eess.IV2021

Controlling False Positive/Negative Rates for Deep-Learning-Based Prostate Cancer Detection on Multiparametric MR images

Zhe Min, Fernando J. Bianco, Qianye Yang +4

Prostate cancer (PCa) is one of the leading causes of death for men worldwide. Multi-parametric magnetic resonance (mpMR) imaging has emerged as a non-invasive diagnostic tool for…

eess.IV2021

Learning to Address Intra-segment Misclassification in Retinal Imaging

Yukun Zhou, Moucheng Xu, Yipeng Hu +4

Accurate multi-class segmentation is a long-standing challenge in medical imaging, especially in scenarios where classes share strong similarity. Segmenting retinal blood vessels i…

eess.IV2021

Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolation

Qianye Yang, Tom Vercauteren, Yunguan Fu +7

Organ morphology is a key indicator for prostate disease diagnosis and prognosis. For instance, In longitudinal study of prostate cancer patients under active surveillance, the vol…