DIAGNijmegen / prostateMR_3D-CAD-csPCaLinks
Hierarchical probabilistic 3D U-Net, with attention mechanisms (βππ΅π΅π¦π―π΅πͺπ°π― π-ππ¦π΅, ππππ¦π΄ππ¦π΅) and a nested decoder structure with deep supervision (βπππ¦π΅++). Built in TensorFlow 2.5. Configured for voxel-level clinically significant prostate cancer detection in multi-channel 3D bpMRI scans.
β43Updated 3 years ago
Alternatives and similar repositories for prostateMR_3D-CAD-csPCa
Users that are interested in prostateMR_3D-CAD-csPCa are comparing it to the libraries listed below
Sorting:
- Lesion and prostate masks for the PROSTATEx training dataset, after a lesion-by-lesion quality check.β88Updated 3 years ago
- Annotations for the PI-CAI Challenge: Public Training and Development Datasetβ66Updated 5 months ago
- 3D-Unet: patched based Pytorch implementation for medical images segmentationβ62Updated 4 years ago
- β81Updated 2 years ago
- Model for the detection, segmentation, and classification of prostate lesions from mpMRI, using ProstateX data and Retina U-Netβ71Updated 3 years ago
- β155Updated last month
- Automatic Segmentation of Vestibular Schwannoma with MONAI (PyTorch)β50Updated 2 years ago
- β60Updated 3 years ago
- β35Updated 3 years ago
- β44Updated 3 years ago
- Precision medicine toolboxβ70Updated last year
- MRI Brain Tumor Segmentation - BraTS Challenge 2020β51Updated 4 years ago
- A package to compute medical segmentation metrics.β178Updated last year
- DICOM RT-Struct to maskβ102Updated last year
- Automatic Liver Tumor Segmentation on Dynamic Contrast Enhanced MRI Using 4D Information: Deep Learning Model Based on 3D Convolution andβ¦β14Updated 3 years ago
- [MICCAI2020]CPM-Net: A 3D Center-Points Matching Network for Pulmonary Nodule Detection in CT Scansβ59Updated 2 years ago
- We provide DeepMedic and 3D UNet in pytorch for brain tumore segmentation. We also integrate location information with DeepMedic and 3D Uβ¦β112Updated 5 years ago
- Deep Learning Registration of the Prostateβ56Updated last year
- β42Updated 2 years ago
- new and more efficient version for 3D discrete deformable registration, reaching the highest accuracy in several benchmarksβ123Updated 2 months ago
- This repository is an unoffical PyTorch implementation of Medical classification in 2D and 3D.β93Updated 4 years ago
- Hand-crafted radiomics and deep learning-based radiomcis features extraction.β88Updated 3 years ago
- Code for MRI Prostate Segmentation and Contouringβ14Updated 4 years ago
- Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosisβ48Updated 3 years ago
- β77Updated 3 months ago
- Workflow for Optimal Radiomics Classificationβ79Updated 2 weeks ago
- AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Predictionβ15Updated 11 months ago
- [IEEE-TMI2020] Inter-slice Context Residual Learning for 3D Medical Image Segmentationβ54Updated 4 years ago
- [MedIA2022]WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT imageβ163Updated last year
- β14Updated 11 months ago