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Stephan's Projects

dam_detection icon dam_detection

Dam detection using satellite imagery with Google Earth Engine and machine learning

ismi icon ismi

intelligent systems in medical imaging

panda icon panda

Prostate cANcer graDe Assessment

pathology-streaming-pipeline icon pathology-streaming-pipeline

Use streaming to train whole-slides images with single image-level labels, by reducing GPU memory requirements with 99%.

streamingcnn icon streamingcnn

To train deep convolutional neural networks, the input data and the activations need to be kept in memory. Given the limited memory available in current GPUs, this limits the maximum dimensions of the input data. Here we demonstrate a method to train convolutional neural networks while holding only parts of the image in memory.

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