PAM50 classifier for Prostate Cancer in Python
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Updated
Aug 23, 2019 - Python
PAM50 classifier for Prostate Cancer in Python
ProLesA-Net: a Deep learning model For Prostate Lesion Segmentation from bi-parametric MR-Images
PCTA web application by Django
Keras/Tensorflow implementation for co-generation and segmentation of surgical instruments using unlabelled robot-assisted surgery data.
Pytorch implementation of carcino-net
[MICCAI'24] Incorporating Clinical Guidelines through Adapting Multi-modal Large Language Model for Prostate Cancer PI-RADS Scoring
Using diffusion basis spectrum imaging (DBSI) and multi layer perceptron (MLP) for prostate cancer (PCa) prediction.
Keras/Tensorflow implementation of TP-GAN (end-to-end automatic approach for treatment planning in low-dose-rate prostate brachytherapy)
Fully supervised, healthy/malignant prostate detection in multi-parametric MRI (T2W, DWI, ADC), using a modified 2D RetinaNet model for medical object detection, built upon a shallow SEResNet backbone.
Public release of ProstAttention-Net: A deep attention model for prostate cancer segmentation by aggressiveness in MRI scans
π§ A deep learning algorithm based on convolutional neural networks to detect glandular cells in digitalized biopsies of the prostate. Performed as bachelor thesis for the degree in computer engineering.
Keras/Tensorflow implementation of 3D pix2pix for automating seed planning for prostate brachytherapy
Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center Study
TensorFlow implementation of our paper: "Automated detection of aggressive and indolent prostate cancer on magnetic resonance imaging [Medical Physics 2021]".
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.
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