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Guy M. updated status

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Guy McNally

July update: working on an openCV sub-project that analyzes raw images from sensors and automatically generates many training images. A large training database is essential and this augmentation should increase the size by a factor of 500. Couldn't edit my previous entry, but the intention is of course HETEROgeneous computing!

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Guy M. added photos to project lesion analysis for AFib treatment

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lesion analysis for AFib treatment

Modern treatments for atrial fibrillation require ablation of problematic heart tissue. I have already created a new catheter-based vision system that allows inspection before, during and after treatment (image below). I have just started a further project that will use clinical data from many treatments to train a neural network to provide expert-quality inferences to assist surgeons during treatments.

I am using a C++ CPU-based implementation of a Convolutional Neural Network for ease of development and debugging. But the intention is to move towards a homogeneous implementation, e.g. with OpenCL, for best performance in the deployed product.

The Skull Canyon NUC looks built for the purpose - I hope I can get one soon.

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Guy M. created project lesion analysis for AFib treatment

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lesion analysis for AFib treatment

Modern treatments for atrial fibrillation require ablation of problematic heart tissue. I have already created a new catheter-based vision system that allows inspection before, during and after treatment (image below). I have just started a further project that will use clinical data from many treatments to train a neural network to provide expert-quality inferences to assist surgeons during treatments.

I am using a C++ CPU-based implementation of a Convolutional Neural Network for ease of development and debugging. But the intention is to move towards a homogeneous implementation, e.g. with OpenCL, for best performance in the deployed product.

The Skull Canyon NUC looks built for the purpose - I hope I can get one soon.

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