Lab for Artificial Intelligence in Medical Imaging (ai-med)

Lab for Artificial Intelligence in Medical Imaging

ai-med

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@AI_Medic

Home Page:ai-med.de

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Lab for Artificial Intelligence in Medical Imaging 's repositories

squeeze_and_excitation

PyTorch Implementation of 2D and 3D 'squeeze and excitation' blocks for Fully Convolutional Neural Networks

Language:PythonLicense:MITStargazers:316Issues:8Issues:9

quickNAT_pytorch

PyTorch Implementation of QuickNAT and Bayesian QuickNAT, a fast brain MRI segmentation framework with segmentation Quality control using structure-wise uncertainty

Language:PythonLicense:MITStargazers:102Issues:9Issues:21

StablePose

Official Pytorch Implementation of Paper - Stable-Pose: Leveraging Transformers for Pose-Guided Text-to-Image Generation - NeurIPS 2024

Language:PythonLicense:GPL-3.0Stargazers:93Issues:2Issues:2

relaynet_pytorch

Pytorch Implementation of retinal OCT Layer Segmentation (with trained models)

Language:Jupyter NotebookLicense:MITStargazers:88Issues:8Issues:17
Language:PythonLicense:GPL-3.0Stargazers:66Issues:3Issues:20

QuickNATv2

Fast Whole Brain Segmentation (Layers, codes and Pre-trained Models)

Language:MATLABLicense:MITStargazers:62Issues:6Issues:9

DAFT

Dynamic Affine Feature Map Transform

Language:PythonLicense:GPL-3.0Stargazers:38Issues:1Issues:3

nn-common-modules

Pytorch Implementations of Common modules, blocks and losses for CNNs specifically for segmentation models

Language:PythonLicense:MITStargazers:32Issues:5Issues:7

PASTA

Official pytorch implementation of Paper - 🍝 PASTA: Pathology-Aware MRI to PET Cross-modal Translation with Diffusion Models - MICCAI 2024

Language:PythonLicense:GPL-3.0Stargazers:14Issues:1Issues:1

PANIC

Prototypical Additive Neural Network for Interpretable Classification

Language:PythonLicense:GPL-3.0Stargazers:12Issues:4Issues:0

DiaMond

Official pytorch implementation of Paper - DiaMond: Dementia Diagnosis with Multi-Modal Vision Transformers Using MRI and PET - WACV 2025

Language:PythonLicense:GPL-3.0Stargazers:10Issues:1Issues:1

almgig

Adversarial Learned Molecular Graph Inference and Generation

Language:PythonLicense:GPL-3.0Stargazers:8Issues:3Issues:0

causal-effects-in-alzheimers-continuum

Code for the paper "Identification of causal effects of neuroanatomy on cognitive decline requires modeling unobserved confounders"

Language:Jupyter NotebookLicense:GPL-3.0Stargazers:8Issues:2Issues:0

Dataset-Bias

Detect and correct bias in neuroimaging

Language:RLicense:Artistic-2.0Stargazers:5Issues:1Issues:0
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DeepNAT

Caffe implementation of DeepNAT for brain segmentation

Language:PythonLicense:GPL-3.0Stargazers:4Issues:1Issues:0

TripletTraining

Official PyTorch Implementation for From Barlow Twins to Triplet Training: Differentiating Dementia with Limited Data - MIDL 2024

Language:PythonLicense:GPL-3.0Stargazers:3Issues:0Issues:1
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Language:PythonLicense:GPL-3.0Stargazers:2Issues:0Issues:0

MAS-LR

Pytorch Implementation of MAS-LR, a Continual Learning approach for importance driven incremental domain learning. https://arxiv.org/abs/2005.00079

Language:PythonLicense:MITStargazers:2Issues:4Issues:1

SVEHNN

Scalable, Axiomatic Explanations of Deep Alzheimer's Diagnosis from Heterogeneous Data (SVEHNN)

Language:PythonLicense:GPL-3.0Stargazers:2Issues:1Issues:0
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mlv2-net

MLV^2-Net: Rater-Based Majority-Label Voting for Consistent Meningeal Lymphatic Vessel Segmentation

Language:PythonLicense:GPL-3.0Stargazers:0Issues:0Issues:0
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MetadataNorm

Repository for the paper "Metadata Normalization"

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pcl-protopnet-nw

Our work aims to integrate interpretability of neural networks and self-supervised learning on unlabelled datasets.

Language:PythonLicense:MITStargazers:0Issues:1Issues:0