Intelligent Medical Systems Research Group

AdaTriplet

CLIMATv2

CLIMATv2: Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data

DeepKnee

Codes for paper: Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach

greedy_ensembles_training

Greedy Bayesian Posterior Approximation with Deep Ensembles. A. Tiulpin and M. B. Blaschko. (2021)

KNEEL

Hourglass Networks for Knee Anatomical Landmark Localization: PyTorch Implementation

KneeOARSIGrading

Grading individual knee osteoarthritis features using Deep Learning

OAProgression

Multimodal Machine Learning-based Knee Osteoarthritis Progression Prediction from Plain Radiographs and Clinical Data

pytorch_bn_fusion

Batch normalization fusion for PyTorch

solt

Streaming over lightweight data transformations

stambo

Statistical model comparison with bootstrap and beyond

Oulu-IMEDS/solt

Streaming over lightweight data transformations

Oulu-IMEDS/pytorch_bn_fusion

Batch normalization fusion for PyTorch

Oulu-IMEDS/OAProgression

Multimodal Machine Learning-based Knee Osteoarthritis Progression Prediction from Plain Radiographs and Clinical Data

Oulu-IMEDS/DeepKnee

Codes for paper: Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach

Oulu-IMEDS/KNEEL

Hourglass Networks for Knee Anatomical Landmark Localization: PyTorch Implementation

Oulu-IMEDS/stambo

Statistical model comparison with bootstrap and beyond

Oulu-IMEDS/KneeOARSIGrading

Grading individual knee osteoarthritis features using Deep Learning

Oulu-IMEDS/AdaTriplet

Oulu-IMEDS/CLIMATv2

CLIMATv2: Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data

Oulu-IMEDS/semixup

Semixup: In- and Out-of-Manifold Regularization for Deep Semi-Supervised Knee Osteoarthritis Severity Grading from Plain Radiographs

Oulu-IMEDS/KneeLocalizer

Codes for paper: A novel method for automatic localization of joint area on knee plain radiographs by A. Tiulpin et. al.

Oulu-IMEDS/DeepWrist

Deep Learning Pipeline for Wrist Fracture Detection

Oulu-IMEDS/greedy_ensembles_training

Greedy Bayesian Posterior Approximation with Deep Ensembles. A. Tiulpin and M. B. Blaschko. (2021)

Oulu-IMEDS/LoG-VMamba

LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation

Oulu-IMEDS/CLIMAT

CLIMAT: Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multi-modal Data

Oulu-IMEDS/OAProgressionMR

Prediction of knee osteoarthritis progression from DESS MRI

Oulu-IMEDS/SAUNA

SAUNA: Image-level Regression for Uncertainty-aware Retinal Image Segmentation

Oulu-IMEDS/SiNGR

SiNGR: Brain Tumor Segmentation via Signed Normalized Geodesic Transform Regression

Oulu-IMEDS/OAProgressionMMF

Oulu-IMEDS/PfirrmannGrading

Oulu-IMEDS/ISBI2023_PfirrmannGrading

Project Page for ISBI 2023 Submission

Oulu-IMEDS/lsmodels

Lumbar Spine Models for Segmentation and Grading

Oulu-IMEDS/contrib

All the public/open source software components for Aivero (GitLab Mirror)

Oulu-IMEDS/spineslicer