survival-prediction 开源项目推荐（88 个）

sktime /skpro

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

mahmoodlab /Patch-GCN

Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks - MICCAI 2021

shalabh147 /Brain-Tumor-Segmentation-and-Survival-Prediction-using-Deep-Neural-Networks

使用最先进的卷积神经网络架构，包括3D UNet、3D VNet和2D UNet进行脑肿瘤分割，并使用分割的图像特征通过深度神经网络进行患者生存预测。

utayao /Atten_Deep_MIL

Attention-based Deep MIL implementation and application

julianspaeth /random-survival-forest

A Random Survival Forest implementation for python inspired by Ishwaran et al. - Easily understandable, adaptable and extendable.

stanfordmlgroup /DLBCL-Morph

DLBCL-Morph dataset containing high resolution tissue microarray scans from 209 DLBCL cases, with geometric features computed using deep learning

MungoMeng /Survival-DeepMTS

DeepMTS: Deep Multi-Task Survival model for joint survival prediction and tumor segmentation

AtlasAnalyticsLab /MOOZY

[ECCV 2026] A Patient-First Foundation Model for Computational Pathology

PathologyDataScience /HiPS

Histomic Prognostic Signature (HiPS): A population-level computational histologic signature for invasive breast cancer prognosis

chiragnagpal /deep_cox_mixtures

Code for the paper "Deep Cox Mixtures for Survival Regression", Machine Learning for Healthcare Conference 2021

rezacsedu /Multimodal-autoencoder-for-breast-cancer

Prognostically Relevant Subtypes and Survival Prediction for Breast Cancer Based on Multimodal Genomics Data

CMUSchwartzLab /cancer-phylogenetics-prognostic-prediction

Improving Personalized Prediction of Cancer Prognoses with Clonal Evolution Models

dmis-lab /VAECox

ISMB 2020: Improved survival analysis by learning shared genomic information from pan-cancer data

MungoMeng /Survival-AdaMSS

AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction

constantjxyz /GC-SPLeM

Survival Prediction for Gastric Cancer via Multimodal Learning of Whole Slide Images and Gene Expression -- BIBM 2022

liupei101 /GraphLSurv

GraphLSurv: A Scalable Survival Prediction Network with Adaptive and Sparse Structure Learning for Histopathological Whole-Slide Images -- CMPB 2023

MungoMeng /Survival-XSurv

[MICCAI2023] XSurv: Merging-Diverging Hybrid Transformer Networks for Survival Prediction

EmmanuelleB985 /Head-and-Neck-Tumour-Segmentation-and-Prediction-of-Patient-Survival

Multi-modal approach for tumor segmentation and survival prediction using PET/CT imaging with attention mechanisms (MICCAI2021 HECKTOR Challenge).

rastislavkopal /3D_BRAIN_TUMOR_SEGMENTATION

Deep-learning (U-NET) CNN model for fully automatic glioma segmentation in 3D volume of MRI data, Survival prediction using different algorithms

pykao /BraTS2018-survival-prediction

We provide a method to extract the tractographic features from structural MR images for patients with brain tumor