Image de couverture de livre

Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Ibrahim, Mahmoud, Khalil, Yasmina Al, Amirrajab, Sina, Sun, Chang, Breeuwer, Marcel, Pluim, Josien, Elen, Bart, Ertaylan, Gokhan, Dumontier, Michel
Format:	Preprint
Publié:	2024
Sujets:	Machine Learning Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Enabling Granular Subgroup Level Model Evaluations by Generating Synthetic Medical Time Series
par: Ibrahim, Mahmoud, et autres
Publié: (2025)

CompDiff: Hierarchical Compositional Diffusion for Fair and Zero-Shot Intersectional Medical Image Generation
par: Ibrahim, Mahmoud, et autres
Publié: (2026)

Enhancing Reconstruction-Based Out-of-Distribution Detection in Brain MRI with Model and Metric Ensembles
par: Huijben, Evi M. C., et autres
Publié: (2024)

Multi-head Attention-based Deep Multiple Instance Learning
par: Keshvarikhojasteh, Hassan, et autres
Publié: (2024)

Attention-Based Multimodal Survival Prediction with Cross-Modal Bilinear Fusion
par: Keshvarikhojasteh, Hassan, et autres
Publié: (2026)

A Spatially-Aware Multiple Instance Learning Framework for Digital Pathology
par: KeshvariKhojasteh, Hassan, et autres
Publié: (2025)

A Spatially-Aware Multiple Instance Learning Framework for Digital Pathology
par: Keshvarikhojasteh, Hassan, et autres
Publié: (2025)

Beyond accuracy: quantifying the reliability of Multiple Instance Learning for Whole Slide Image classification
par: Keshvarikhojasteh, Hassan, et autres
Publié: (2024)

Data-driven Synthesis of Magnetic Resonance Spectroscopy Data using a Variational Autoencoder
par: van de Sande, Dennis M. J., et autres
Publié: (2026)

Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning
par: Raumanns, Ralf, et autres
Publié: (2024)

Benchmarking and Enhancing Surgical Phase Recognition Models for Robotic-Assisted Esophagectomy
par: Li, Yiping, et autres
Publié: (2024)

Analysis of Transferability Estimation Metrics for Surgical Phase Recognition
par: Singh, Prabhant, et autres
Publié: (2025)

Self-supervised Pretraining for Cardiovascular Magnetic Resonance Cine Segmentation
par: de Mooij, Rob A. J., et autres
Publié: (2024)

Adaptive Prototype Learning for Multimodal Cancer Survival Analysis
par: Liu, Hong, et autres
Publié: (2025)

LLM-Guided Monte Carlo Tree Search over Knowledge Graphs: Composing Mechanistic Explanations for Drug-Disease Pairs
par: Jakhar, Rishabh, et autres
Publié: (2026)

Adapting Lightweight Vision Language Models for Radiological Visual Question Answering
par: Shourya, Aditya, et autres
Publié: (2025)

Comparative analysis of privacy-preserving open-source LLMs regarding extraction of diagnostic information from clinical CMR imaging reports
par: Amirrajab, Sina, et autres
Publié: (2025)

ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations
par: Khalil, Ahmad, et autres
Publié: (2025)

Discriminating Distal Ischemic Stroke from Seizure-Induced Stroke Mimics Using Dynamic Susceptibility Contrast MRI
par: Borghouts, Marijn, et autres
Publié: (2025)

SAM-Fed: SAM-Guided Federated Semi-Supervised Learning for Medical Image Segmentation
par: Nasirihaghighi, Sahar, et autres
Publié: (2025)

WSI-SAM: Multi-resolution Segment Anything Model (SAM) for histopathology whole-slide images
par: Liu, Hong, et autres
Publié: (2024)

Scaling up self-supervised learning for improved surgical foundation models
par: Jaspers, Tim J. M., et autres
Publié: (2025)

SemiVT-Surge: Semi-Supervised Video Transformer for Surgical Phase Recognition
par: Li, Yiping, et autres
Publié: (2025)

AudioToolAgent: An Agentic Framework for Audio-Language Models
par: Wijngaard, Gijs, et autres
Publié: (2025)

Audio-Language Datasets of Scenes and Events: A Survey
par: Wijngaard, Gijs, et autres
Publié: (2024)

Data-Balanced Curriculum Learning for Audio Question Answering
par: Wijngaard, Gijs, et autres
Publié: (2025)

AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound
par: Wijngaard, Gijs, et autres
Publié: (2025)

A Review of Machine Learning Applications for the Proton Magnetic Resonance Spectroscopy Workflow
par: van de Sande, Dennis M. J., et autres
Publié: (2023)

Radiology Report Conditional 3D CT Generation with Multi Encoder Latent diffusion Model
par: Amirrajab, Sina, et autres
Publié: (2025)

Multiple Instance Learning with random sampling for Whole Slide Image Classification
par: Keshvarikhojasteh, H., et autres
Publié: (2024)

ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds
par: Wijngaard, Gijs, et autres
Publié: (2024)

PathoPainter: Augmenting Histopathology Segmentation via Tumor-aware Inpainting
par: Liu, Hong, et autres
Publié: (2025)

ResNetVLLM -- Multi-modal Vision LLM for the Video Understanding Task
par: Khalil, Ahmad, et autres
Publié: (2025)

Representation Learning with Adaptive Superpixel Coding
par: Khalil, Mahmoud, et autres
Publié: (2025)

Deep learning motion correction of quantitative stress perfusion cardiovascular magnetic resonance
par: Schueler, Noortje I. P., et autres
Publié: (2025)

Construção do saber médico: crítica ético-política
par: Elen Nas
Publié: (2021)

Delimitação do usuário nas etapas de criação, modelagem e prototipagem do produto de vestuário
par: Elen Makara
Publié: (2017)

REPERCUSSÕES DA AMBIÊNCIA HOSPITALAR NA PERSPECTIVA DOS TRABALHADORES DE LIMPEZA
par: Elen Petean
Publié: (2014)

Biopreservation of Ground Beef Patties Using Lactic Acid: A Sustainable Alternative to Synthetic Additives
par: Michel M. Beya, et autres
Publié: (2025)

Improving rule mining via embedding-based link prediction
par: Kouagou, N'Dah Jean, et autres
Publié: (2024)