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ai-vengers

backboned-unet

Build U-Nets for segmentation from pre-trained TorchVision models.

ce-net

The manuscript has been accepted in TMI.

chest-x-rays-segmentation-images-based-on-mimic-cxr

copd-project

cornerstone200a

This repository hosts the class projects for CPH 200A, a course offered at UC Berkeley and UCSF in Fall 2023.

cph200b

Repository for the Computational Precision Health Cornerstone Course (CPH200B)

debiaswe

Remove problematic gender bias from word embeddings.

fcbformer

Official code repository for: FCN-Transformer Feature Fusion for Polyp Segmention (MIUA 2022 paper)

gifsplanation

Gifsplanation - Explaining neural networks with gifs!

hcc-comorbidities

Multi-task CNN to predict select ICD10-HCC comorbidities

image-augmentation-improves-fairness-of-deep-neural-network-for-chest-x-ray-interpretation

level-set-machine-learning

Level set segmentation with machine learning based velocity field

lichingcat.github.io

logicdesign_final-project-toybox

maml

Code for "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

maml-tensorflow

Faster and elegant TensorFlow Implementation of paper: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

medicalnet

Many studies have shown that the performance on deep learning is significantly affected by volume of training data. The MedicalNet project provides a series of 3D-ResNet pre-trained models and relative code.

nnunet

nodulenet

[MICCAI' 19] NoduleNet: Decoupled False Positive Reduction for Pulmonary Nodule Detection and Segmentation

prototypical-networks-tf

Implementation of Prototypical Networks for Few-shot Learning in TensorFlow 2.0

pytorch--3d-medical-images-segmentation--salmon

Segmentation deep learning ALgorithm based on MONai toolbox: single and multi-label segmentation software developed by QIMP team-Vienna.

simclr

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

supcontrast

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

torchxrayvision

TorchXRayVision: A library of chest X-ray datasets and models.

vascular-tree-reconstruction

Source code for CVPR 19 (Divergence Prior) & 21 (Confluent Vessel Tree) papers.

weathermood-forecast