themes Dosimetric-Aware Quality Assessment of Medical Image Segmentation Bridging the gap between geometric accuracy and clinical impact in radiotherapy contour evaluation. Dose Prediction for Contour Quality Evaluation Bridging the gap between geometric segmentation assessment and clinical dosimetric impact through AI-driven dose prediction. Robustness of Deep Learning Segmentation Models Investigating architectural choices and robustness trade-offs in medical image segmentation under varying complexity and noise conditions. papers Sensitivity of Deep Learning Dose Prediction to Contour Variability Evaluating robustness and sensitivity of dose prediction models for quality assurance in radiotherapy Do We Really Need That Skip Connection? Understanding the interplay between skip connections and task complexity in medical image segmentation Radiation Oncologists vs Deep Learning Dose Prediction Comparative study of expert clinicians and AI models for dosimetric impact assessment in radiotherapy Context versus Foreground-to-Background Ratio Trade-off Analyzing 3D segmentation network behavior across context and class imbalance dimensions ASTRA - Atomic Surface Transformations for Radiotherapy QA Deep learning-based dose-aware sensitivity mapping for segmentation quality assurance AutoDoseRank - Dosimetry-informed Segmentation Ranking Automated ranking system for radiotherapy segmentation candidates using clinical dose impact teaching MONAI with MATLAB Integration Guide Cross-platform workflow enabling MONAI deep learning models within MATLAB environments Interactive Image Registration Explorer Educational tool for understanding affine transformations through real-time image manipulation Interactive Segmentation Quality Evaluator Educational tool for understanding segmentation metrics through hands-on boundary drawing and evaluation Interactive Template Matching Explorer Educational tool demonstrating template matching algorithms through visual "Where's Waldo" gameplay Interactive Monty Hall Problem Explorer Educational game demonstrating conditional probability through interactive MATLAB app others
