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AI-ready Healthcare
Anirban Mukhopadhyay, Henry Krumb
100 episodes
2 days ago
Deep meaningful discussions for Knowledge dissemination and constructive arguments, with a shared mission about making Healthcare AI-ready. I invite stakeholders such as clinicians, AI experts, industry personnel and regulatory personnel to talk about the translational aspects of AI research into patient care. Often we converse with my co-host Henry Krumb.
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Medicine
Health & Fitness
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All content for AI-ready Healthcare is the property of Anirban Mukhopadhyay, Henry Krumb and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Deep meaningful discussions for Knowledge dissemination and constructive arguments, with a shared mission about making Healthcare AI-ready. I invite stakeholders such as clinicians, AI experts, industry personnel and regulatory personnel to talk about the translational aspects of AI research into patient care. Often we converse with my co-host Henry Krumb.
Show more...
Medicine
Health & Fitness
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John Kalkhof: Neural Cellular Automata, Part 1
AI-ready Healthcare
48 minutes 20 seconds
1 week ago
John Kalkhof: Neural Cellular Automata, Part 1


 Neural Cellular Automata Background
• Growing Neural Cellular Automata (Mordvintsev et al.)
https://distill.pub/2020/growing-ca/?ref=https://githubhelp.com 


NCA High Resolution Medical Image Segmentation Networks
• MED-NCA: Bio-inspired medical image segmentation (Kalkhof et al.)
https://www.sciencedirect.com/science/article/pii/S1361841525001483
• Med-NCA: Robust and lightweight segmentation with neural cellular automata (Kalkhof et al.)
https://arxiv.org/pdf/2302.03473
• M3D-NCA: Robust 3D segmentation with built-in quality control (Kalkhof et al.)
https://arxiv.org/pdf/2309.02954 


NCA for Medical Image Registration
• NCA-Morph: Medical image registration with neural cellular automata (Ranem et al.)
https://arxiv.org/pdf/2410.22265 


Efficient NCA Inference
• OctreeNCA: Single-pass 184 MP segmentation on consumer hardware (Lemke et al.)
https://arxiv.org/pdf/2508.06993
• eNCApsulate: NCA for precision diagnosis on capsule endoscopes (Krumb et al.)
https://arxiv.org/pdf/2504.21562 


Edge & Federated Learning with NCA
• Unsupervised training of neural cellular automata on edge devices (Kalkhof et al.)
https://arxiv.org/pdf/2407.18114
• Equitable federated learning with NCA (Lemke and Konstantin et al.)
https://arxiv.org/pdf/2506.21735

AI-ready Healthcare
Deep meaningful discussions for Knowledge dissemination and constructive arguments, with a shared mission about making Healthcare AI-ready. I invite stakeholders such as clinicians, AI experts, industry personnel and regulatory personnel to talk about the translational aspects of AI research into patient care. Often we converse with my co-host Henry Krumb.