Sontje Ihler

Well-Calibrated Regression Uncertainty in Medical Imaging with Deep Learning

Max-Heinrich Laves, Sontje Ihler, Jacob Friedemann Fast et al. · Medical Imaging with Deep Learning · 2020 · 32 citations

Engineering, Machine Learning, Medical Imaging +7

Well-calibrated Model Uncertainty with Temperature Scaling for Dropout Variational Inference

Max-Heinrich Laves, Sontje Ihler, Karl-Philipp Kortmann et al. · arXiv (Cornell University) · 2019 · 26 citations · Full text

Engineering, Machine Learning, Uncertain Data +17

Quantifying the uncertainty of deep learning-based computer-aided diagnosis for patient safety

Max-Heinrich Laves, Sontje Ihler, Tobias Ortmaier et al. · Current Directions in Biomedical Engineering · 2019 · 17 citations · Full text

Engineering, Machine Learning, Intelligent Diagnostics +23

Deep-learning-based instrument detection for intra-operative robotic assistance

Jorge Badilla-Solórzano, Svenja Spindeldreier, Sontje Ihler et al. · International Journal of Computer Assisted Radiology and Surgery · 2022 · 13 citations · Full text

Calibration of Model Uncertainty for Dropout Variational Inference

Max-Heinrich Laves, Sontje Ihler, Karl-Philipp Kortmann et al. · arXiv (Cornell University) · 2020 · 11 citations · Full text