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ORCIDJohn Kalkhof
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2020 – today
- 2025
[b1]John Kalkhof:
Democratizing Learning with Neural Cellular Automata. Technical University of Darmstadt, Germany, 2025- [j1]John Kalkhof
, Niklas Ihm, Tim Köhler, Bjarne Gregori, Anirban Mukhopadhyay:
MED-NCA: Bio-inspired medical image segmentation. Medical Image Anal. 103: 103601 (2025) - [c11]Nick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Anirban Mukhopadhyay:
Abstract: Neural Cellular Automata Learn and Predict on Low-Power Devices. Bildverarbeitung für die Medizin 2025: 266 - [c10]Avni Mittal, John Kalkhof, Anirban Mukhopadhyay, Arnav Bhavsar:
MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation. CBMS 2025: 35-40 - [c9]Nick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Jonathan Stieber, Anirban Mukhopadhyay:
Equitable Federated Learning with NCA. MICCAI (14) 2025: 168-177 - [c8]Amin Ranem, John Kalkhof, Anirban Mukhopadhyay:
NCAdapt: Dynamic Adaptation with Domain-Specific Neural Cellular Automata for Continual Hippocampus Segmentation. WACV 2025: 3834-3843 - [i12]Avni Mittal, John Kalkhof, Anirban Mukhopadhyay, Arnav Bhavsar:
MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation. CoRR abs/2501.02447 (2025) - [i11]Nick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Jonathan Stieber, Anirban Mukhopadhyay:
Equitable Federated Learning with NCA. CoRR abs/2506.21735 (2025) - [i10]Kang Wang, Chen Qin, Zhang Shi, Haoran Wang, Xiwen Zhang, Chen Chen, Cheng Ouyang, Chengliang Dai, Yuanhan Mo, Chenchen Dai, Xutong Kuang, Ruizhe Li, Xin Chen, Xiuzheng Yue, Song Tian, Alejandro Mora-Rubio, Kumaradevan Punithakumar, Shizhan Gong, Qi Dou, Sina Amirrajab, Yasmina Al Khalil, Cian M. Scannell, Lexiaozi Fan, Huili Yang, Xiaowu Sun, Rob J. van der Geest, Tewodros Weldebirhan Arega, Fabrice Mériaudeau, Caner Özer, Amin Ranem, John Kalkhof, Ilkay Öksüz, Anirban Mukhopadhyay, Abdul Qayyum, Moona Mazher, Steven A. Niederer, Carles García-Cabrera, Eric Arazo, Michal K. Grzeszczyk, Szymon Plotka, Wanqin Ma, Xiaomeng Li, Rongjun Ge, Yongqing Kou, Xinrong Chen, He Wang, Chengyan Wang, Wenjia Bai, Shuo Wang:
Extreme Cardiac MRI Analysis under Respiratory Motion: Results of the CMRxMotion Challenge. CoRR abs/2507.19165 (2025) - [i9]Nick Lemke, John Kalkhof, Niklas Babendererde, Anirban Mukhopadhyay:
OctreeNCA: Single-Pass 184 MP Segmentation on Consumer Hardware. CoRR abs/2508.06993 (2025) - 2024
- [c7]Amin Ranem, John Kalkhof, Anirban Mukhopadhyay:
NCA-Morph: Medical Image Registration with Neural Cellular Automata. BMVC 2024 - [c6]Niklas Ihm, John Kalkhof, Anirban Mukhopadhyay:
Localized Data Representation with NCA-Based Autoencoders. ICPR (8) 2024: 375-390 - [c5]John Kalkhof, Amin Ranem, Anirban Mukhopadhyay:
Unsupervised Training of Neural Cellular Automata on Edge Devices. MICCAI (3) 2024: 498-507 - [i8]John Kalkhof, Arlene Kühn, Yannik Frisch, Anirban Mukhopadhyay:
Frequency-Time Diffusion with Neural Cellular Automata. CoRR abs/2401.06291 (2024) - [i7]John Kalkhof, Amin Ranem, Anirban Mukhopadhyay:
Unsupervised Training of Neural Cellular Automata on Edge Devices. CoRR abs/2407.18114 (2024) - [i6]Amin Ranem, John Kalkhof, Anirban Mukhopadhyay:
NCA-Morph: Medical Image Registration with Neural Cellular Automata. CoRR abs/2410.22265 (2024) - [i5]Amin Ranem, John Kalkhof, Anirban Mukhopadhyay:
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation. CoRR abs/2410.23368 (2024) - 2023
- [c4]John Kalkhof, Camila González, Anirban Mukhopadhyay:
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata. IPMI 2023: 705-716 - [c3]John Kalkhof, Anirban Mukhopadhyay:
M3D-NCA: Robust 3D Segmentation with Built-In Quality Control. MICCAI (3) 2023: 169-178 - [i4]John Kalkhof, Camila González, Anirban Mukhopadhyay:
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata. CoRR abs/2302.03473 (2023) - [i3]John Kalkhof, Anirban Mukhopadhyay:
M3D-NCA: Robust 3D Segmentation with Built-in Quality Control. CoRR abs/2309.02954 (2023) - 2022
- [c2]John Kalkhof, Camila González, Anirban Mukhopadhyay:
Disentanglement Enables Cross-Domain Hippocampus Segmentation. ISBI 2022: 1-5 - [c1]Amin Ranem, John Kalkhof, Caner Özer, Anirban Mukhopadhyay, Ilkay Öksüz:
Detecting Respiratory Motion Artefacts for Cardiovascular MRIs to Ensure High-Quality Segmentation. STACOM@MICCAI 2022: 447-456 - [i2]John Kalkhof, Camila González, Anirban Mukhopadhyay:
Disentanglement enables cross-domain Hippocampus Segmentation. CoRR abs/2201.05650 (2022) - [i1]Amin Ranem, John Kalkhof, Caner Özer, Anirban Mukhopadhyay, Ilkay Öksüz:
Detecting respiratory motion artefacts for cardiovascular MRIs to ensure high-quality segmentation. CoRR abs/2209.09678 (2022)
Coauthor Index
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