A 3D-2D hybrid U-net convolutional neural network approach to prostate organ segmentation of multiparametric MRI

A Ushinsky, M Bardis, J Glavis-Bloom… - American journal of …, 2021 - Am Roentgen Ray Soc
… 12-core 3D TRUS (Artemis, Eigen) and MRI-TRUS fusion biopsy using Artemis hardware …
space, and the contour of the gland is irregular because of scarring and BPH. Moreover, the …

… of Relative Volume Difference Between Magnetic Resonance Imaging and Three-dimensional Transrectal Ultrasound Segmentation on Clinically Significant Prostate …

L Lenfant, C Beitone, J Troccaz, A Beaugerie… - European Urology …, 2024 - Elsevier
… Another study comparing prostate volume variability between MRI and 3D TRUS contoured
… <10% difference between MRI and 3D TRUS segmentation remains applicable regardless of …

Comparison of CTVHR and organs at risk contours between TRUS and MR images in IB cervical cancers: a proof of concept study

LC Mendez, A Ravi, K Martell, H Raziee, Y Alayed… - Radiation …, 2020 - Springer
… and treatment planning in prostate BT. In this context, this … , as previously seen with CT or
MRI-based brachytherapy [10]. … Last, the OARs contouring analysis used in this study has not …

MRI‐TRUS registration methodology for TRUS‐guided HDR prostate brachytherapy

P McGeachy, E Watt, S Husain, K Martell… - Journal of Applied …, 2021 - Wiley Online Library
… with segmentation of … MRI would be contoured in advance of the intraoperative procedure
while the fusion would be performed in the operating room. This study used a static, 3D TRUS

Deep learning-based three-dimensional segmentation of the prostate on computed tomography images

M Shahedi, M Halicek, JD Dormer… - Journal of Medical …, 2019 - spiedigitallibrary.org
… (3-D) prostate segmentation algorithm based on a customized U-Net architecture. Our dataset
contained 92 3-D abdominal CTCT image with prostate border overlaid in green contour. (…

CT prostate segmentation based on synthetic MRI‐aided deep attention fully convolution network

Y Lei, X Dong, Z Tian, Y Liu, S Tian, T Wang… - Medical …, 2020 - Wiley Online Library
MRI has been used to aid prostate delineation due to its superior soft tissue contrast, but the
corresponding prostate contour needs to be registered to CT … of 44 3D TRUS images were …

Prostate volume variation during 1.5 T MR-guided adaptive stereotactic body radiotherapy (SBRT) and correlation with treatment toxicity

L Nicosia, P Ravelli, M Rigo, N Giaj-Levra… - Radiotherapy and …, 2024 - Elsevier
… In detail, before each fraction a 3D-T2w pre-MRI scan was … (ie the segmentation phase), a
second verification MRI scan … , it was reported that prostate contouring on CT and MRI might …

Ultrasound prostate segmentation based on 3D V-Net with deep supervision

Y Lei, T Wang, B Wang, X He, S Tian… - Medical Imaging …, 2019 - spiedigitallibrary.org
segment prostate from TRUS image based on multi-derivate deeply supervised network and
multi-directional contour … Each 3D TRUS image was composed of 1024×768×216 voxels …

Biomechanically constrained non-rigid MR-TRUS prostate registration using deep learning based 3D point cloud matching

Y Fu, Y Lei, T Wang, P Patel, AB Jani, H Mao… - … image analysis, 2021 - Elsevier
… and TRUS were first automatically segmented using our … The 3D TRUS images were
captured with a clinical ultrasound … shape while red dashed contour indicates MR prostate shape…

Deep attentive features for prostate segmentation in 3D transrectal ultrasound

Y Wang, H Dou, X Hu, L Zhu, X Yang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
… Experimental results on challenging 3D TRUS volumes … initialization and the discrete
dynamic contour (DDC) for the … Shen, “Deformable MR prostate segmentation via deep feature …