i-pan

kaggle-rsna18

Code for 1st place solution in Kaggle RSNA Pneumonia Detection Challenge.

kaggle-melanoma

2nd place solution for SIIM-OSIC Melanoma Classification

kaggle-rsna-pe

2nd place solution for the RSNA STR Pulmonary Embolism Detection competition on Kaggle.

kaggle-siim-ptx

8th place solution for SIIM-ACR Pneumothorax Segmentation competition on Kaggle

kaggle-rsna-cspine

6th place solution source code for RSNA 2022 Cervical Spine Fracture Detection challenge

rsna18-retinanet-starter

Code to run in Kaggle kernel for RSNA Pneumonia Detection Challenge.

tbinet

Machine learning for segmentation of intracranial hemorrhage in head CT scans

boneage

Code and models for automated pediatric bone age evaluation with deep learning

3dsift-pipeline

code for extracting 3D SIFT features from DICOM images, vector quantization based on k-means clustering, and machine learning on the resulting features

thyroid-us

Deep learning models for thyroid ultrasound.

honeycomb

Base source code from which I start deep learning projects

pytorch-lr-finder

A learning rate range test implementation in PyTorch

chestxrays

Code for Generalizable Inter-Institutional Classification of Abnormal Chest Radiographs with Efficient CNNs

meta

code for meta-analysis project

mmdetection

Open MMLab Detection Toolbox and Benchmark

RSNA-23-Deep-Learning-Lab-Deploy-HF

caffe

Caffe: a fast open framework for deep learning.

diabetic-retinopathy-active-learning

Code to reproduce experiments in "Efficient Labeling of Retinal Fundus Photographs Using Deep Active Learning"

diabetic-retinopathy-trainee-ai

Code for training the diabetic retinopathy AI model used to study resident-AI interaction

EfficientDet-bifpn

mmdetection-based efficientdet

HRNet-Image-Classification

Train the HRNet model on ImageNet

i-pan.github.io

Personal GitHub Pages site

i2b2-HST2014

code written last summer at i2b2-HST Summer Institute in Bioinformatics and Integrative Genomics

keras-dockerfiles

Dockerfiles for 2 containers on Docker Hub

mr-knee

pneumodocker

Docker container for pneumothorax algorithm from https://github.com/i-pan/kaggle-siim-ptx/

pytorch-lightning

The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.

siim_covid19_detection

style-sheets

CSS style sheets

xraynet