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Bernhard Kainz's Projects

attention-gated-networks icon attention-gated-networks

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

drop2 icon drop2

drop2 - intensity-based image registration

fastflownet icon fastflownet

FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation (ICRA 2021)

fastreg icon fastreg

fast non-rigid medical image registration via accelerated optimisation on the manifold of diffeomorphisms

gpuview icon gpuview

A lightweight web dashboard for monitoring GPU usage

irtk icon irtk

The Image Registration Toolkit

mirtk icon mirtk

The Medical Image Registration ToolKit (MIRTK), the successor of the IRTK, contains common CMake build configuration files, core libraries, and basic command-line tools. Extension packages are hosted by the MIRTK GitHub group at

mitk icon mitk

The Medical Imaging Interaction Toolkit.

monai icon monai

AI Toolkit for Healthcare Imaging

mt_lecture_slides icon mt_lecture_slides

These are the lecture slides used at FAU Erlangen-Nuremberg, Germany for the lecture "Medical Engineering". This class gives a complete and comprehensive introduction to the fields of medical imaging systems, as designed for a broad range of applications. The authors of the book first explain the foundations of system theory and image processing, before highlighting several modalities in a dedicated chapter. The initial focus is on modalities that are closely related to traditional camera systems such as endoscopy and microscopy. This is followed by more complex image formation processes: magnetic resonance imaging, X-ray projection imaging, computed tomography, X-ray phase-contrast imaging, nuclear imaging, ultrasound, and optical coherence tomography. Open Access Link to the Text Book: https://link.springer.com/book/10.1007/978-3-319-96520-8#about Link to Video Recordings on YouTube: https://www.youtube.com/watch?v=vvftvjnXzsY&list=PLpOGQvPCDQzsgK1XuhUXO8r9M4WRqhvDf

multinerf icon multinerf

A Code Release for Mip-NeRF 360, Ref-NeRF, and RawNeRF

paraview icon paraview

VTK-based Data Analysis and Visualization Application

pyro icon pyro

Deep universal probabilistic programming with Python and PyTorch

ratchet icon ratchet

RAdiological Text Captioning for Human Examined Thoraxes

shaderlabframework icon shaderlabframework

The Shader Lab Framework is a teaching tool to solidify the fundamentals of Computer Graphics with OpenGL 4.0 and GLSL.

sononet-weights icon sononet-weights

Model descriptions and weights for all the variations of the SonoNet for real-time fetal standard scan plane detection.

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