Nielsen, Mads

1. Information Bottleneck: Exact Analysis of (Quantized) Neural Networks
   2021/06/24 by Stephan Sloth Lorenzen, Lorenzen, Stephan Sloth, Christian Igel +3 · 3 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
2. AMAES: Augmented Masked Autoencoder Pretraining on Public Brain MRI Data for 3D-Native Segmentation
   2024/08/01 by Asbjørn Munk, Munk, Asbjørn, Jakob Ambsdorf +5 · 6 citations
   Computer Science · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #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 #electronic engineering #information engineering
3. Optimization over Geodesics for Exact Principal Geodesic Analysis
   2010/08/11 by Stefan Sommer, François Lauze, Sommer, Stefan +3 · 1 citation
   Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Numerical Analysis Techniques #Advanced Vision and Imaging #Computational Geometry (cs.CG) #FOS: Computer and information sciences
4. CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT
   2024/04/23 by Mikkel Odgaard, Odgaard, Mikkel, Kiril Vadimovic Klein +9 · 3 citations
   Computer Science · #Advanced Neural Network Applications
5. A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning
   2025/06/17 by Stefano Cerri, Asbjørn Munk, Munk, Asbjørn +25 · 1 voice · 4 citations
   #eess.IV #cs.CV
6. Lung Segmentation from Chest X-rays using Variational Data Imputation
   2020/05/20 by Selvan, Raghavendra, Dam, Erik B., Detlefsen, Nicki S. +4 · 1 citation
   #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) #Machine Learning (stat.ML) #electronic engineering #information engineering
7. CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data
   2021/04/08 by Mostafa Mehdipour Ghazi, Ghazi, Mostafa Mehdipour, Lauge Sørensen +5 · 1 citation
   Computer Science · #Machine Learning in Healthcare #Time Series Analysis and Forecasting
8. Higher-Order Momentum Distributions and Locally Affine LDDMM\n Registration
   2011/12/14 by Stefan Sommer, Sommer, Stefan, Mads Nielsen +5 · 1 citation
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Image and Object Detection Techniques #Medical Image Segmentation Techniques #Numerical Analysis (math.NA) #Target Tracking and Data Fusion in Sensor Networks
9. Robust Cross-vendor Mammographic Texture Models Using Augmentation-based Domain Adaptation for Long-term Breast Cancer Risk
   2022/12/27 by Lauritzen, Andreas D., von Euler-Chelpin, My Catarina, Lynge, Elsebeth +4 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Medical Physics (physics.med-ph)
10. FAST-AID Brain: Fast and Accurate Segmentation Tool using Artificial Intelligence Developed for Brain
    2022/08/30 by Mostafa Mehdipour Ghazi, Mads Nielsen, Ghazi, Mostafa Mehdipour +1 · 2 citations
    Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #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) #Medical Image Segmentation Techniques #electronic engineering #information engineering
11. General Methods Make Great Domain-specific Foundation Models: A Case-study on Fetal Ultrasound
    2025/06/24 by Jakob Ambsdorf, Asbjørn Munk, Ambsdorf, Jakob +15 · 1 voice · 2 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders #I.4 #Machine Learning (cs.LG) #Speech Recognition and Synthesis