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Ujjwal Baid's Projects

brats-toolkit icon brats-toolkit

Code to preprocess, segment, and fuse glioma MRI scans based on the BraTS Toolkit manuscript.

deep-learning-drizzle icon deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

gandlf icon gandlf

A generalizable application framework for segmentation, regression, and classification using PyTorch

labelfusion icon labelfusion

Implementation of various label fusion approaches for medical imaging.

medperf icon medperf

An open benchmarking platform for medical artificial intelligence using Federated Evaluation.

objectrecognition icon objectrecognition

Uses the iOS device camera and a custom deep learning algorithm to perform object recognition.

pytorch-unet icon pytorch-unet

Pytorch implementation of the U-Net for image semantic segmentation, with dense CRF post-processing

tutorials icon tutorials

Here, we will be showcasing our seminar series “CPP for Image Processing and Machine Learning” including presentations and code examples. There are image processing and machine learning libraries out there which use C++ as a base and have become industry standards (ITK for medical imaging, OpenCV for computer vision and machine learning, Eigen for linear algebra, Shogun for machine learning). The documentation provided with these packages, though extensive, assume a certain level of experience with C++. Our tutorials are intended for those people who have basic understanding of medical image processing and machine learning but who are just starting to get their toes wet with C++ (and possibly have prior experience with Python or MATLAB). Here we will be focusing on how someone with a good theoretical background in image processing and machine learning can quickly prototype algorithms using CPP and extend them to create meaningful software packages.

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