Cattin, Philippe C.
- Diffusion Models for Medical Anomaly Detection
2022/03/08 by Wolleb, Julia, Bieder, Florentin, Sandkühler, Robin +1 · 22 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Diffusion Models for Implicit Image Segmentation Ensembles
2021/12/06 by Julia Wolleb, Wolleb, Julia, Robin Sandkühler +7 · 17 citations
Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Medical Image Segmentation Techniques
- The Brain Tumor Segmentation (BraTS) Challenge: Local Synthesis of Healthy Brain Tissue via Inpainting
2023/05/15 by Kofler, Florian, Meissen, Felix, Steinbauer, Felix +103 · 7 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Denoising Diffusion Models for Inpainting of Healthy Brain Tissue
2024/02/27 by Alicia Durrer, Philippe C. Cattin, Durrer, Alicia +3 · 6 citations
Computer Science · Medicine · #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
- Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting
2024/03/21 by Durrer, Alicia, Wolleb, Julia, Bieder, Florentin +12 · 5 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- The Swiss Army Knife for Image-to-Image Translation: Multi-Task Diffusion Models
2022/04/06 by Julia Wolleb, Robin Sandkühler, Wolleb, Julia +5 · 3 citations
Medicine · Computer Science · #Radiomics and Machine Learning in Medical Imaging #Generative Adversarial Networks and Image Synthesis #Advanced Neuroimaging Techniques and Applications
- Comparison of Methods Generalizing Max- and Average-Pooling
2021/03/02 by Florentin Bieder, Bieder, Florentin, Robin Sandkühler +3 · 2 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
- cWDM: Conditional Wavelet Diffusion Models for Cross-Modality 3D Medical Image Synthesis
2024/11/26 by Paul Friedrich, Alicia Durrer, Friedrich, Paul +5 · 5 citations
Computer Science · #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering
- Binary Noise for Binary Tasks: Masked Bernoulli Diffusion for Unsupervised Anomaly Detection
2024/03/18 by Julia Wolleb, Florentin Bieder, Wolleb, Julia +9 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Neural Networks and Applications #electronic engineering #information engineering
- Deep Generative Models for 3D Medical Image Synthesis
2024/10/23 by Paul Friedrich, Yannik Frisch, Friedrich, Paul +3 · 4 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Diffusion Models for Contrast Harmonization of Magnetic Resonance Images
2023/03/14 by Durrer, Alicia, Wolleb, Julia, Bieder, Florentin +6 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis
2021/10/13 by Wolleb, Julia, Sandkühler, Robin, Bieder, Florentin +7 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Improved distinct bone segmentation in upper-body CT through multi-resolution networks
2023/01/31 by Eva Schnider, Julia Wolleb, Schnider, Eva +11 · 1 citation
Engineering · Dentistry · Medicine · #Medical Imaging and Analysis #Dental Radiography and Imaging #Medical Imaging Techniques and Applications
- Denoising Diffusion Models for Anomaly Localization in Medical Images
2024/10/31 by Cosmin I. Bercea, Bercea, Cosmin I., Philippe C. Cattin +5 · 1 voice · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields
2025/02/20 by Friedrich, Paul, Bieder, Florentin, McGinnis, Julian +3 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting
2025/07/17 by Alicia Durrer, Durrer, Alicia, Florentin Bieder +9 · 2 citations
Engineering · #3D Shape Modeling and Analysis #Advanced Numerical Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering