100: Neural Cellular Automata, Part 2

AI-ready Healthcare

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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

105 episoder

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