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jiayangvivid's Projects

3dcnn-vis icon 3dcnn-vis

Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease Classification

3dnet_visualization icon 3dnet_visualization

Pytorch 3DNet attention feature map Visualization by [Cam](https://arxiv.org/abs/1512.04150)

adn icon adn

ADN: Artifact Disentanglement Network for Unsupervised Metal Artifact Reduction

bccd_dataset icon bccd_dataset

BCCD Dataset is a small-scale dataset for blood cells detection.

btclassification icon btclassification

Brain tumor classification on structural MR images of BraTS dataset based on 3D Multi-Scale Convolutional Neural Network, which is a part of my master thesis project.

dsb17_3d_lung_nodule_classifier icon dsb17_3d_lung_nodule_classifier

3d convnet for the classification of nodules/tumor in lung CT scans. Trained on Luna16 for Kaggle's 2017 data science bowl competition (result in top 3%)

feature-selector icon feature-selector

Feature selector is a tool for dimensionality reduction of machine learning datasets

imbalance-xgboost icon imbalance-xgboost

XGBoost for label-imbalanced data: XGBoost with weighted and focal loss functions

keras-resnet3d icon keras-resnet3d

Implementations of ResNets for volumetric data, including a vanilla resnet in 3D.

ml-stat-util icon ml-stat-util

Statistical functions based on bootstrapping for computing confidence intervals and p-values comparing machine learning models and human readers

models icon models

Models and examples built with TensorFlow

pyradiomics icon pyradiomics

Open-source python package for the extraction of Radiomics features from 2D and 3D images and binary masks.

radiomics icon radiomics

MATLAB programming tools for radiomics analysis

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