Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality
Fuente:
arXiv
Saved in:
| Main Authors: | Yazdani, Milad, Medghalchi, Yasamin, Ashrafian, Pooria, Hacihaliloglu, Ilker, Shahriari, Dena |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks
by: Ashrafian, Pooria, et al.
Published: (2024)
by: Ashrafian, Pooria, et al.
Published: (2024)
MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline
by: Medghalchi, Yasamin, et al.
Published: (2024)
by: Medghalchi, Yasamin, et al.
Published: (2024)
WaRA: Wavelet Low Rank Adaptation
by: Heidari, Moein, et al.
Published: (2025)
by: Heidari, Moein, et al.
Published: (2025)
Bridging the Gap Between Saliency Prediction and Image Quality Assessment
by: Alexey, Kirillov, et al.
Published: (2024)
by: Alexey, Kirillov, et al.
Published: (2024)
XTinyU-Net: Training-Free U-Net Scaling via Initialization-Time Sensitivity
by: Kimbowa, Alvin, et al.
Published: (2026)
by: Kimbowa, Alvin, et al.
Published: (2026)
MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
by: Kolahi, Sina Ghorbani, et al.
Published: (2024)
by: Kolahi, Sina Ghorbani, et al.
Published: (2024)
Few-Shot Distribution-Aligned Flow Matching for Data Synthesis in Medical Image Segmentation
by: Yang, Jie, et al.
Published: (2026)
by: Yang, Jie, et al.
Published: (2026)
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
by: Heidari, Moein, et al.
Published: (2024)
by: Heidari, Moein, et al.
Published: (2024)
Mono2D: A Trainable Monogenic Layer for Robust Knee Cartilage Segmentation on Out-of-Distribution 2D Ultrasound Data
by: Kimbowa, Alvin, et al.
Published: (2025)
by: Kimbowa, Alvin, et al.
Published: (2025)
Flow Matching with Optimized Subclass Priors for Medical Image Augmentation
by: Nützel, Felix, et al.
Published: (2026)
by: Nützel, Felix, et al.
Published: (2026)
When Minor Edits Matter: LLM-Driven Prompt Attack for Medical VLM Robustness in Ultrasound
by: Medghalchi, Yasamin, et al.
Published: (2026)
by: Medghalchi, Yasamin, et al.
Published: (2026)
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation
by: Lyu, Pengfei, et al.
Published: (2025)
by: Lyu, Pengfei, et al.
Published: (2025)
MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices
by: Kimbowa, Alvin, et al.
Published: (2026)
by: Kimbowa, Alvin, et al.
Published: (2026)
Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment
by: Li, Aobo, et al.
Published: (2024)
by: Li, Aobo, et al.
Published: (2024)
A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation
by: Heidari, Moein, et al.
Published: (2025)
by: Heidari, Moein, et al.
Published: (2025)
Do High-Performance Image-to-Image Translation Networks Enable the Discovery of Radiomic Features? Application to MRI Synthesis from Ultrasound in Prostate Cancer
by: Salmanpour, Mohammad R., et al.
Published: (2024)
by: Salmanpour, Mohammad R., et al.
Published: (2024)
Echo-E$^3$Net: Efficient Endocardial Spatio-Temporal Network for Ejection Fraction Estimation
by: Heidari, Moein, et al.
Published: (2025)
by: Heidari, Moein, et al.
Published: (2025)
Segmentation Quality and Volumetric Accuracy in Medical Imaging
by: Zhang, Zheyuan, et al.
Published: (2024)
by: Zhang, Zheyuan, et al.
Published: (2024)
Self-Consistent Recursive Diffusion Bridge for Medical Image Translation
by: Arslan, Fuat, et al.
Published: (2024)
by: Arslan, Fuat, et al.
Published: (2024)
Color-Quality Invariance for Robust Medical Image Segmentation
by: Shah, Ravi, et al.
Published: (2025)
by: Shah, Ravi, et al.
Published: (2025)
Towards 3D Semantic Image Synthesis for Medical Imaging
by: Tang, Wenwu, et al.
Published: (2025)
by: Tang, Wenwu, et al.
Published: (2025)
TumorGen: Boundary-Aware Tumor-Mask Synthesis with Rectified Flow Matching
by: Liu, Shengyuan, et al.
Published: (2025)
by: Liu, Shengyuan, et al.
Published: (2025)
Unified Medical Image Tokenizer for Autoregressive Synthesis and Understanding
by: Ma, Chenglong, et al.
Published: (2025)
by: Ma, Chenglong, et al.
Published: (2025)
Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image Enhancement
by: Chen, Baoliang, et al.
Published: (2023)
by: Chen, Baoliang, et al.
Published: (2023)
DB-SAM: Delving into High Quality Universal Medical Image Segmentation
by: Qin, Chao, et al.
Published: (2024)
by: Qin, Chao, et al.
Published: (2024)
Beyond Pixels: Medical Image Quality Assessment with Implicit Neural Representations
by: Özer, Caner, et al.
Published: (2025)
by: Özer, Caner, et al.
Published: (2025)
VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis
by: Ju, Zhihan, et al.
Published: (2024)
by: Ju, Zhihan, et al.
Published: (2024)
Deep Generative Models for 3D Medical Image Synthesis
by: Friedrich, Paul, et al.
Published: (2024)
by: Friedrich, Paul, et al.
Published: (2024)
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation
by: Zhu, Guanghao, et al.
Published: (2024)
by: Zhu, Guanghao, et al.
Published: (2024)
Non-Reference Quality Assessment for Medical Imaging: Application to Synthetic Brain MRIs
by: Risager, Karl Van Eeden, et al.
Published: (2024)
by: Risager, Karl Van Eeden, et al.
Published: (2024)
Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective
by: Pan, Zixuan, et al.
Published: (2024)
by: Pan, Zixuan, et al.
Published: (2024)
Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis
by: Li, Liu, et al.
Published: (2024)
by: Li, Liu, et al.
Published: (2024)
HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis
by: Ju, Zhihan, et al.
Published: (2024)
by: Ju, Zhihan, et al.
Published: (2024)
Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching
by: Wu, Nannan, et al.
Published: (2025)
by: Wu, Nannan, et al.
Published: (2025)
QWD-GAN: Quality-aware Wavelet-driven GAN for Unsupervised Medical Microscopy Images Denoising
by: Yang, Qijun, et al.
Published: (2025)
by: Yang, Qijun, et al.
Published: (2025)
Bridging Modalities: Joint Synthesis and Registration Framework for Aligning Diffusion MRI with T1-Weighted Images
by: Wang, Xiaofan, et al.
Published: (2026)
by: Wang, Xiaofan, et al.
Published: (2026)
WDM: 3D Wavelet Diffusion Models for High-Resolution Medical Image Synthesis
by: Friedrich, Paul, et al.
Published: (2024)
by: Friedrich, Paul, et al.
Published: (2024)
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models
by: Daum, Deniz, et al.
Published: (2024)
by: Daum, Deniz, et al.
Published: (2024)
Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching
by: Zu, Haiyue, et al.
Published: (2025)
by: Zu, Haiyue, et al.
Published: (2025)
HazeMatching: Dehazing Light Microscopy Images with Guided Conditional Flow Matching
by: Ray, Anirban, et al.
Published: (2025)
by: Ray, Anirban, et al.
Published: (2025)
Similar Items
-
Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks
by: Ashrafian, Pooria, et al.
Published: (2024) -
MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline
by: Medghalchi, Yasamin, et al.
Published: (2024) -
WaRA: Wavelet Low Rank Adaptation
by: Heidari, Moein, et al.
Published: (2025) -
Bridging the Gap Between Saliency Prediction and Image Quality Assessment
by: Alexey, Kirillov, et al.
Published: (2024) -
XTinyU-Net: Training-Free U-Net Scaling via Initialization-Time Sensitivity
by: Kimbowa, Alvin, et al.
Published: (2026)