Flow Matching with Optimized Subclass Priors for Medical Image Augmentation
Fuente:
arXiv
Saved in:
| Main Authors: | Nützel, Felix, Dombrowski, Mischa, Kainz, Bernhard |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Learnability Gap in Medical Latent Diffusion
by: Dombrowski, Mischa, et al.
Published: (2026)
by: Dombrowski, Mischa, et al.
Published: (2026)
Generate to Ground: Multimodal Text Conditioning Boosts Phrase Grounding in Medical Vision-Language Models
by: Nützel, Felix, et al.
Published: (2025)
by: Nützel, Felix, et al.
Published: (2025)
LCMem: A Universal Model for Robust Image Memorization Detection
by: Dombrowski, Mischa, et al.
Published: (2025)
by: Dombrowski, Mischa, et al.
Published: (2025)
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey
by: Dombrowski, Mischa, et al.
Published: (2024)
by: Dombrowski, Mischa, et al.
Published: (2024)
Topology Optimization in Medical Image Segmentation with Fast Euler Characteristic
by: Li, Liu, et al.
Published: (2025)
by: Li, Liu, et al.
Published: (2025)
GRASP: Guided Residual Adapters with Sample-wise Partitioning
by: Nützel, Felix, et al.
Published: (2025)
by: Nützel, Felix, et al.
Published: (2025)
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)
Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality
by: Yazdani, Milad, et al.
Published: (2025)
by: Yazdani, Milad, et al.
Published: (2025)
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)
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)
MedAugment: Universal Automatic Data Augmentation Plug-in for Medical Image Analysis
by: Liu, Zhaoshan, et al.
Published: (2023)
by: Liu, Zhaoshan, et al.
Published: (2023)
URCDM: Ultra-Resolution Image Synthesis in Histopathology
by: Cechnicka, Sarah, et al.
Published: (2024)
by: Cechnicka, Sarah, et al.
Published: (2024)
Multiscale Augmented Normalizing Flows for Image Compression
by: Windsheimer, Marc, et al.
Published: (2023)
by: Windsheimer, Marc, et al.
Published: (2023)
Analyzing Data Augmentation for Medical Images: A Case Study in Ultrasound Images
by: Tupper, Adam, et al.
Published: (2024)
by: Tupper, Adam, et al.
Published: (2024)
DERM12345: A Large, Multisource Dermatoscopic Skin Lesion Dataset with 38 Subclasses
by: Yilmaz, Abdurrahim, et al.
Published: (2024)
by: Yilmaz, Abdurrahim, et al.
Published: (2024)
Lightweight Medical Image Restoration via Integrating Reliable Lesion-Semantic Driven Prior
by: Zheng, Pengcheng, et al.
Published: (2025)
by: Zheng, Pengcheng, et al.
Published: (2025)
DISYRE: Diffusion-Inspired SYnthetic REstoration for Unsupervised Anomaly Detection
by: Marimont, Sergio Naval, et al.
Published: (2023)
by: Marimont, Sergio Naval, et al.
Published: (2023)
Stronger is not better: Better Augmentations in Contrastive Learning for Medical Image Segmentation
by: Idris, Azeez, et al.
Published: (2025)
by: Idris, Azeez, et al.
Published: (2025)
Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review
by: Kebaili, Aghiles, et al.
Published: (2023)
by: Kebaili, Aghiles, et al.
Published: (2023)
HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis
by: Ju, Zhihan, et al.
Published: (2024)
by: Ju, Zhihan, et al.
Published: (2024)
Generative Priors for MRI Reconstruction Trained from Magnitude-Only Images Using Phase Augmentation
by: Luo, Guanxiong, et al.
Published: (2023)
by: Luo, Guanxiong, et al.
Published: (2023)
ConStyX: Content Style Augmentation for Generalizable Medical Image Segmentation
by: Chen, Xi, et al.
Published: (2025)
by: Chen, Xi, et al.
Published: (2025)
Optimizing Medical Image Segmentation with Advanced Decoder Design
by: Yang, Weibin, et al.
Published: (2024)
by: Yang, Weibin, 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)
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation
by: Shen, Zhiqiang, et al.
Published: (2025)
by: Shen, Zhiqiang, et al.
Published: (2025)
Saving Foundation Flow-Matching Priors for Inverse Problems
by: Wan, Yuxiang, et al.
Published: (2025)
by: Wan, Yuxiang, et al.
Published: (2025)
Beyond Image Prior: Embedding Noise Prior into Conditional Denoising Transformer
by: Huang, Yuanfei, et al.
Published: (2024)
by: Huang, Yuanfei, et al.
Published: (2024)
Deep Phase Coded Image Prior
by: Shabtay, Nimrod, et al.
Published: (2024)
by: Shabtay, Nimrod, et al.
Published: (2024)
pyMEAL: A Multi-Encoder Augmentation-Aware Learning for Robust and Generalizable Medical Image Translation
by: Ilyas, Abdul-mojeed Olabisi, et al.
Published: (2025)
by: Ilyas, Abdul-mojeed Olabisi, et al.
Published: (2025)
Stable Optimization for Large Vision Model Based Deep Image Prior in Cone-Beam CT Reconstruction
by: Wu, Minghui, et al.
Published: (2022)
by: Wu, Minghui, et al.
Published: (2022)
FMPlug: Plug-In Foundation Flow-Matching Priors for Inverse Problems
by: Wan, Yuxiang, et al.
Published: (2025)
by: Wan, Yuxiang, et al.
Published: (2025)
Test Time Optimized Generalized AI-based Medical Image Registration Method
by: C., Sneha Sree, et al.
Published: (2025)
by: C., Sneha Sree, et al.
Published: (2025)
Preventing Overfitting in Deep Image Prior for Hyperspectral Image Denoising
by: Gkotsis, Panagiotis, et al.
Published: (2026)
by: Gkotsis, Panagiotis, et al.
Published: (2026)
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation
by: Chen, Yuanbin, et al.
Published: (2023)
by: Chen, Yuanbin, et al.
Published: (2023)
Image Denoising Using Green Channel Prior
by: Kong, Zhaoming, et al.
Published: (2024)
by: Kong, Zhaoming, et al.
Published: (2024)
UGPNet: Universal Generative Prior for Image Restoration
by: Lee, Hwayoon, et al.
Published: (2023)
by: Lee, Hwayoon, et al.
Published: (2023)
Inertia-Informed Orientation Priors for Event-Based Optical Flow Estimation
by: Karmokar, Pritam P., et al.
Published: (2025)
by: Karmokar, Pritam P., et al.
Published: (2025)
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction
by: Liang, Shijun, et al.
Published: (2024)
by: Liang, Shijun, et al.
Published: (2024)
MedSAM-CA: A CNN-Augmented ViT with Attention-Enhanced Multi-Scale Fusion for Medical Image Segmentation
by: Tian, Peiting, et al.
Published: (2025)
by: Tian, Peiting, et al.
Published: (2025)
Region-Adaptive Transform with Segmentation Prior for Image Compression
by: Liu, Yuxi, et al.
Published: (2024)
by: Liu, Yuxi, et al.
Published: (2024)
Similar Items
-
The Learnability Gap in Medical Latent Diffusion
by: Dombrowski, Mischa, et al.
Published: (2026) -
Generate to Ground: Multimodal Text Conditioning Boosts Phrase Grounding in Medical Vision-Language Models
by: Nützel, Felix, et al.
Published: (2025) -
LCMem: A Universal Model for Robust Image Memorization Detection
by: Dombrowski, Mischa, et al.
Published: (2025) -
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey
by: Dombrowski, Mischa, et al.
Published: (2024) -
Topology Optimization in Medical Image Segmentation with Fast Euler Characteristic
by: Li, Liu, et al.
Published: (2025)