Simulation and Synthesis in Medical Imaging -

Simulation and Synthesis in Medical Imaging

9th International Workshop, SASHIMI 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings
Buch | Softcover
XI, 210 Seiten
2024
Springer International Publishing (Verlag)
978-3-031-73280-5 (ISBN)
62,05 inkl. MwSt

This book constitutes the refereed proceedings of the 9th International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2024, held in conjunction with the 27th International conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2024, in Marrakesh, Morocco in October 2024.

The 19 papers included in this book were carefully reviewed and selected from 32 submissions. They focus on recent developments in methods for image-to-image translation, image synthesis, biophysical modelling, super-resolution and image segmentation and classification.

.- Synthetic Augmentation for Anatomical Landmark Localization using DDPMs.
.- AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation.
.- Adapted nnU-Net: A Robust Baseline for Cross-Modality Synthesis and Medical Image Inpainting.
.- Beyond MR Image Harmonization: Resolution Matters Too.
.- Benchmarking Robustness of Endoscopic Depth Estimation with Synthetically Corrupted Data.
.- A dual-task mutual learning framework for predicting post-thrombectomy cerebral haemorrhage.
.- TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification.
.- Beyond Intensity Transforms: Medical Image Synthesis Under Large Deformation.
.- Sim2Real in endoscopy segmentation with a novel structure aware image translation.
.- Fireflies: Photorealistic Simulation and Optimization of Structured Light Endoscopy.
.- Exogenous Agent-Free Synthetic Post-Contrast Imaging with a Cascade of Deep Networks for enhancement Prediction after Tumor Resection. A Parametric-Map Oriented Approach.
.- OCT Scans Simulation Framework for Data Augmentation and Controlled Evaluation of Signal Processing Approaches.
.- Enhancing Quantitative Image Synthesis through Pretraining and Resolution Scaling for Bone Mineral Density Estimation from a Plain X-ray Image.
.- Latent Pollution Model: The Hidden Carbon Footprint in 3D Image Synthesis.
.- Synthesizing Scalable CFD-Enhanced Aortic 4D Flow MRI for Assessing Accuracy and Precision of Deep-Learning Image Reconstruction and Segmentation Tasks.
.- MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI.
.- Using MR physics for domain generalisation and super-resolution.
.- Single-scan mpMRI Calibration of Multi-Species Brain Tumor Dynamics with Mass Effect.
.- Annotated Biomedical Video Generation using Denoising Diffusion Probabilistic Models and Flow Fields.

Erscheinungsdatum
Reihe/Serie Lecture Notes in Computer Science
Zusatzinfo XI, 210 p. 72 illus., 61 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Schulbuch / Wörterbuch Unterrichtsvorbereitung Unterrichts-Handreichungen
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte Artificial Intelligence • Bioinformatics • color image processing • color images • Computer systems • computer vision • Digital image • Image Analysis • image enhancement • Image Processing • Image Quality • image reconstruction • Image Segmentation • Imaging Systems • machine learning • Medical Images • Neural networks • pattern recognition
ISBN-10 3-031-73280-4 / 3031732804
ISBN-13 978-3-031-73280-5 / 9783031732805
Zustand Neuware
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