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.
β43Feb 11, 2022Updated 4 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Lesion and prostate masks for the PROSTATEx training dataset, after a lesion-by-lesion quality check.β93Jul 26, 2022Updated 4 years ago
- β12Sep 7, 2023Updated 2 years ago
- Grand Challenge wrapper for whole-gland prostate segmentation with nnUNetβ16Nov 28, 2023Updated 2 years ago
- Model for the detection, segmentation, and classification of prostate lesions from mpMRI, using ProstateX data and Retina U-Netβ73Feb 27, 2022Updated 4 years ago
- β26Apr 20, 2023Updated 3 years ago
- Proton VPN Special Offer - Get 70% off β’ AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- SPIE-AAPM-NCI PROSTATEx Challenges-The PROSTATEx Challenge (" SPIE-AAPM-NCI Prostate MR Classification Challengeβ) focused on quantitatiβ¦β10Feb 18, 2021Updated 5 years ago
- Segmentation of prostatic zones (peripheral zone, central gland, AFS and distal prostatic urethra )β19Apr 12, 2021Updated 5 years ago
- Preprocessing 3D medical images and image archives βgeared towards prostate cancer detection in MRI.β28Mar 26, 2025Updated last year
- Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentationβ18Jan 6, 2021Updated 5 years ago
- Medical Deep Learning 2D high resolution image segmentation project: MICCAI 2019 Prostate Cancer segmentation challengeβ21Feb 23, 2021Updated 5 years ago
- An extension to 3D Slicer to support quantitative imaging and image-guided interventions research in prostate cancer.β23May 11, 2026Updated 2 months ago
- β24Mar 31, 2021Updated 5 years ago
- Annotations for the PI-CAI Challenge: Public Training and Development Datasetβ78Jul 13, 2026Updated 2 weeks ago
- β15Dec 6, 2020Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer β’ AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Report Guided Annotationβ22Jan 21, 2025Updated last year
- β46Jun 13, 2024Updated 2 years ago
- PyTorch demo of "DEMI: Discriminative Estimator of Mutual Information"β12Dec 1, 2020Updated 5 years ago
- PyTorch Implementation for: Deep Learning-Based Model For Prostate-MRI Segmentationβ14Jan 24, 2023Updated 3 years ago
- Baseline AI models for 3D csPCa detection/diagnosis in bpMRIβ64Feb 10, 2025Updated last year
- Web/App based DICOM RT Viewerβ15Mar 27, 2026Updated 4 months ago
- SliceTracker is a 3D Slicer extension to support the workflow of MR-guided prostate biopsies.β13Oct 14, 2020Updated 5 years ago
- β13Oct 20, 2016Updated 9 years ago
- Deformable Registration for 3D image using Generative Adversarial Networks (GANs)β10Jun 9, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer β’ AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- H&E tailored Randaugment: automatic data augmentation policy selection for H&E-stained histopathology.β56Jun 20, 2023Updated 3 years ago
- Code for "HyperRecon: Computing Multiple Image Reconstructions with a Single Hypernetwork"β21Aug 1, 2022Updated 3 years ago
- Automatic Liver Tumor Segmentation on Dynamic Contrast Enhanced MRI Using 4D Information: Deep Learning Model Based on 3D Convolution andβ¦β14May 7, 2022Updated 4 years ago
- Segmentation of prostate from MRI scansβ45Jul 1, 2021Updated 5 years ago
- Natural language interface to NCI Imaging Data Commonsβ41Jul 20, 2026Updated last week
- β15Mar 7, 2024Updated 2 years ago
- DICOM file converter in Pythonβ17Sep 3, 2025Updated 10 months ago
- Evaluation of 3D detection and diagnosis performance βgeared towards prostate cancer detection in MRI.β28Jan 16, 2025Updated last year
- Organize and de-identify DICOM part 10 files per a configuration.β16Updated this week
- Deploy to Railway using AI coding agents - Free Credits Offer β’ AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Python Library to handle Input / Output conversion in Dicom <=> Convolutional Neural Networkβ17Aug 19, 2025Updated 11 months ago
- Prostate MR Image Segmentation 2012β138Nov 30, 2020Updated 5 years ago
- [MedIA2021]MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learningβ129Nov 18, 2022Updated 3 years ago
- A PyTorch implementation of the Exclusive Cross Entropy Loss.β20Aug 12, 2022Updated 3 years ago
- β25Oct 4, 2024Updated last year
- A differentiable bicubic interpolation module for TensorFlowβ24Feb 5, 2018Updated 8 years ago
- A tensorflow implementation of densenet with FCN for medical image segmentationβ11May 27, 2018Updated 8 years ago