100: Neural Cellular Automata, Part 2

AI-ready Healthcare

Innehåll tillhandahållet av Anirban Mukhopadhyay, Henry Krumb, Anirban Mukhopadhyay, and Henry Krumb. Allt poddinnehåll inklusive avsnitt, grafik och podcastbeskrivningar laddas upp och tillhandahålls direkt av Anirban Mukhopadhyay, Henry Krumb, Anirban Mukhopadhyay, and Henry Krumb eller deras podcastplattformspartner. Om du tror att någon använder ditt upphovsrättsskyddade verk utan din tillåtelse kan du följa processen som beskrivs här https://sv.player.fm/legal.

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Awesome NCA

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

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