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Healthcare Intelligence Laboratory's Projects

aceloss icon aceloss

Implementations of "Learning Euler's Elastica Model for Medical Image Segmentation"

ca-net icon ca-net

Code for Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation.

cdma icon cdma

offical code for: Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions. MICCAI 2023.

cfenet icon cfenet

Code for Enhancement of High- and Low-Level Features with Improved Attention Method for Medical Image Segmentation

cople-net icon cople-net

COVID-19 Pneumonia Lesion segmentation network

dag4mia icon dag4mia

Domain Adaptation and Generalization for Medical Image Analysis

dmsps icon dmsps

Dynamically Mixed Soft Pseudo-label Supervision for Scribble-Supervised Medical Image Segmentation

dtc icon dtc

Semi-supervised Medical Image Segmentation through Dual-task Consistency

fpl-plus icon fpl-plus

FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation

mideepseg icon mideepseg

[MedIA2021]MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning

pa-seg icon pa-seg

PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation

pf-net icon pf-net

Code for PF-Net (Pulmonary Fibrosis Segmentation Network)

pymic_examples icon pymic_examples

examples of using PyMIC for medical image computing with deep learning

scpm-net icon scpm-net

[MICCAI2020]CPM-Net: A 3D Center-Points Matching Network for Pulmonary Nodule Detection in CT Scans

segrap2023 icon segrap2023

[SegRap2023]A challenge about organ-at-risk and gross-tumor-volume segmentation in adaptive radiotherapy hosted on MICCAI2023.

sepnet icon sepnet

Code for Automatic Segmentation of Organs-at-Risk from Head-and-Neck CT using Separable Convolutional Neural Network with Hard-Region-Weighted Loss.

simeps icon simeps

This repo contains implementation of semi-supervised defect segmentation based on pairwise similarity map consistency and ensemble-based cross pseudo labels

simplecrf icon simplecrf

matlab and python wrap of crf and dense crf, both 2d and 3d are supported

ssl4mis icon ssl4mis

Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.

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