John Kalkhof

According to our database, John Kalkhof authored at least 14 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Extreme Cardiac MRI Analysis under Respiratory Motion: Results of the CMRxMotion Challenge.

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

CoRR, July, 2025

Equitable Federated Learning with NCA.

Nick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Jonathan Stieber, Anirban Mukhopadhyay

CoRR, June, 2025

MED-NCA: Bio-inspired medical image segmentation.

John Kalkhof, Niklas Ihm, Tim Köhler, Bjarne Gregori, Anirban Mukhopadhyay

Medical Image Anal., 2025

NCAdapt: Dynamic Adaptation with Domain-Specific Neural Cellular Automata for Continual Hippocampus Segmentation.

Amin Ranem, John Kalkhof, Anirban Mukhopadhyay

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation.

Avni Mittal, John Kalkhof, Anirban Mukhopadhyay, Arnav Bhavsar

Proceedings of the 38th IEEE International Symposium on Computer-Based Medical Systems, 2025

Abstract: Neural Cellular Automata Learn and Predict on Low-Power Devices.

Nick Lemke, Mirko Konstantin, Henry Krumb, John Kalkhof, Anirban Mukhopadhyay

Proceedings of the Bildverarbeitung für die Medizin 2025, 2025

2024

Frequency-Time Diffusion with Neural Cellular Automata.

John Kalkhof, Arlene Kühn, Yannik Frisch, Anirban Mukhopadhyay

CoRR, 2024

Unsupervised Training of Neural Cellular Automata on Edge Devices.

John Kalkhof, Amin Ranem, Anirban Mukhopadhyay

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Localized Data Representation with NCA-Based Autoencoders.

Niklas Ihm, John Kalkhof, Anirban Mukhopadhyay

Proceedings of the Pattern Recognition - 27th International Conference, 2024

NCA-Morph: Medical Image Registration with Neural Cellular Automata.

Amin Ranem, John Kalkhof, Anirban Mukhopadhyay

Proceedings of the 35th British Machine Vision Conference, 2024

2023

M3D-NCA: Robust 3D Segmentation with Built-In Quality Control.

John Kalkhof, Anirban Mukhopadhyay

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata.

John Kalkhof, Camila González, Anirban Mukhopadhyay

Proceedings of the Information Processing in Medical Imaging, 2023

2022

Detecting Respiratory Motion Artefacts for Cardiovascular MRIs to Ensure High-Quality Segmentation.

Amin Ranem, John Kalkhof, Caner Özer, Anirban Mukhopadhyay, Ilkay Öksüz

Proceedings of the Statistical Atlases and Computational Models of the Heart. Regular and CMRxMotion Challenge Papers, 2022

Disentanglement Enables Cross-Domain Hippocampus Segmentation.

John Kalkhof, Camila González, Anirban Mukhopadhyay

Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022