MY RESEARCH 

July 4, 2019

We propose a novel architecture for image classification, called Self-Attention Capsule Networks (SACN). SACN is the first model that incorporates the Self-Attention mechanism as an integral layer within the Capsule Network (CapsNet). While the Self-...

July 4, 2019

Reconstructing observed images from fMRI brain recordings is challenging. Unfortunately, acquiring sufficient "labeled" pairs of {Image, fMRI} (i.e., images with their corresponding fMRI responses) to span the huge space of natural images is prohibit...

June 15, 2018

In order to handle the high diversity of cancer lesions, many computer vision approaches have been developed ad-hoc for a specific lesion type (e.g. low contrast, heterogeneous). However, due to the substantial diversity of the lesions’ characteristi...

June 11, 2018

I develop novel methods to tackle challenges in medical imaging, including insufficient number of cases, unbalanced data and poor image quality. My projects focus on computer vision techniques such as active contours, and machine learning approaches...

November 2, 2017

Currently, the field of healthcare is primarily focused on disease stages including treatments applied relatively late with suboptimal health outcomes. However, continued advancements in technology lead to the potential of detecting diseases early an...

November 1, 2017

Cardiovascular events are considered as the leading cause of death in the developed countries. It has been reported that there is a higher probability of cardiovascular events in the case of vulnerable plaques. Intra-plaque neovascularization and inf...

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© 2017 by Assaf Hoogi Personal. Proudly created with Wix.com

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