- How Geometric Deep Learning Might Just Revolutionize Medical ...🔍
- The Role of Geometry in Convolutional Neural Networks for Medical ...🔍
- What's On the Horizon🔍
- Geometric deep learning🔍
- Geometric Foundations of Deep Learning [Research]🔍
- Opportunities and obstacles for deep learning in biology and medicine🔍
- Medical Application of Geometric Deep Learning for the Diagnosis ...🔍
- AI in Medicine🔍
How Geometric Deep Learning Might Just Revolutionize Medical ...
How Geometric Deep Learning Might Just Revolutionize Medical ...
By harnessing the power of geometric deep learning, we anticipate groundbreaking advancements in how 3D medical imaging data is analyzed, ...
The Role of Geometry in Convolutional Neural Networks for Medical ...
Topological data analysis and geometric approaches can enhance CNN performance. ... Persistent homology improves the accuracy and robustness of ...
What's On the Horizon: Precision Medicine, AI, and Geometric Deep ...
Discover how artificial intelligence (AI) and geometric deep learning could be used to develop precision medicine in ophthalmology for ...
Geometric deep learning: AI-powered engineering's unsung hero
“What geometric deep learning can do is take your existing simulations, the designs you've already run—even simulation results you've only ...
Geometric Foundations of Deep Learning [Research] - Reddit
Recently I gave a talk titled Geometric Deep Learning: from Euclid to drug design, where I presented a mathematical framework for the ...
Opportunities and obstacles for deep learning in biology and medicine
Deep learning can be applied to answer more fundamental biological questions; it is especially suited to leveraging large amounts of data from high-throughput ' ...
Medical Application of Geometric Deep Learning for the Diagnosis ...
Our technique requires significantly less information as input to perform better than a 3D CNN, and with an AUC superior to that obtained from ...
Medical Application of Geometric Deep Learning for the Diagnosis ...
Translational Relevance: Geometric deep learning may help us to improve and simplify diagnosis and prognosis applications in glaucoma.
AI in Medicine: Geometric Deep Learning for Drug Discovery and ...
Dhananjay Bhaskar, PhD, is a Yale University–Boehringer Ingelheim Biomedical Data Science Fellow at Yale School of Medicine's Section of ...
[R] Geometric Deep Learning: Grids, Groups, Graphs, Geodesics ...
... might see in fractals, but that's just a guess. I'm not sure they're mapped to a group like conventional convolution neural networks have been.
A geometric deep learning model for display and prediction of ...
Geometric deep learning, a very popular method recently, is used to predict virus-drug interactions and to show relationships visually. Because ...
What Is Geometric Deep Learning - by Prateek Joshi - Infinite Curiosity
Why do we need Geometric Deep Learning? · Convolutional Neural Networks explicitly account for the 2D nature of image data · Recurrent Neural ...
Medical Application of Geometric Deep Learning for the Diagnosis ...
We provide a proof of principle for the application of geometric deep learning in glaucoma. Our technique requires significantly less ...
Machine learning and deep learning in medicine and neuroimaging
The rapidly growing interest in the medical field in deep learning can be explained because, for the first time in history, computer programs ...
Towards Precision Medicine with Graph Representation Learning
Graph representation learning has matured immensely as a field within the last few years. Graph machine learning approaches, also known as geometric deep ...
Exploring geometric deep learning and computational geometry ...
Geometric deep learning has mainly been applied in fields like drug design. However, we developed a pioneering system that extracts assembly ...
Geometric Deep Learning Advances Data Science
What imbues a neural network with its expressive power is a “modular design based on connecting neurons into multiple layers that can spot ...
Geometric deep learning on brain shape predicts sex and age
Brain shape analysis can advance our understanding of the brain structure/function relationship · Surface based geometric deep learning offers a radical ...
The Impact of Deep Learning on Medical Technology - Gener8
Deep learning models can also improve the accuracy and speed of medical imaging. For instance, a deep learning system can detect abnormalities ...
Deep learning based geometric registration for medical images - arXiv
Multi-scale encoder-decoder network architectures achieve state-of-the-art accuracy on tasks such as intra-patient alignment of abdominal CT or ...