i-pan

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

boneage

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

kaggle-melanoma

2nd place solution for SIIM-OSIC Melanoma Classification

kaggle-rsna-cspine

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

kaggle-rsna-pe

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

kaggle-rsna18

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

kaggle-siim-ptx

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

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

thyroid-us

Deep learning models for thyroid ultrasound.

i-pan/kaggle-rsna18

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

i-pan/kaggle-melanoma

2nd place solution for SIIM-OSIC Melanoma Classification

i-pan/kaggle-rsna-pe

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

i-pan/kaggle-siim-ptx

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

i-pan/kaggle-rsna-cspine

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

i-pan/rsna18-retinanet-starter

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

i-pan/tbinet

Machine learning for segmentation of intracranial hemorrhage in head CT scans

i-pan/boneage

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

i-pan/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

i-pan/thyroid-us

Deep learning models for thyroid ultrasound.

i-pan/honeycomb

Base source code from which I start deep learning projects

i-pan/pytorch-lr-finder

A learning rate range test implementation in PyTorch

i-pan/chestxrays

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

i-pan/meta

code for meta-analysis project

i-pan/mmdetection

Open MMLab Detection Toolbox and Benchmark

i-pan/RSNA-23-Deep-Learning-Lab-Deploy-HF

i-pan/caffe

Caffe: a fast open framework for deep learning.

i-pan/diabetic-retinopathy-active-learning

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

i-pan/diabetic-retinopathy-trainee-ai

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

i-pan/EfficientDet-bifpn

mmdetection-based efficientdet

i-pan/HRNet-Image-Classification

Train the HRNet model on ImageNet

i-pan/i-pan.github.io

Personal GitHub Pages site

i-pan/i2b2-HST2014

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

i-pan/keras-dockerfiles

Dockerfiles for 2 containers on Docker Hub

i-pan/mr-knee

i-pan/pneumodocker

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

i-pan/pytorch-lightning

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

i-pan/siim_covid19_detection

i-pan/style-sheets

CSS style sheets

i-pan/xraynet