Self-Supervised Ultrasound Representation Learning for Renal Anomaly Prediction in Prenatal Imaging
Fuente:
arXiv
Saved in:
| Main Authors: | Megahed, Youssef, Lee, Inok, Ducharme, Robin, Dick, Kevin, Chan, Adrian D. C., Hawken, Steven, Walker, Mark C. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Benchmarking Self-Supervised Models for Cardiac Ultrasound View Classification
by: Megahed, Youssef, et al.
Published: (2026)
by: Megahed, Youssef, et al.
Published: (2026)
Deep Learning Analysis of Prenatal Ultrasound for Identification of Ventriculomegaly
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
USF-MAE: Ultrasound Self-Supervised Foundation Model with Masked Autoencoding
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
Automated Classification of First-Trimester Fetal Heart Views Using Ultrasound-Specific Self-Supervised Learning
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
Improved cystic hygroma detection from prenatal imaging using ultrasound-specific self-supervised representation learning
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
Automated Histopathologic Assessment of Hirschsprung Disease Using a Multi-Stage Vision Transformer Framework
by: Megahed, Youssef, et al.
Published: (2025)
by: Megahed, Youssef, et al.
Published: (2025)
Segmentation of Muscularis Propria in Colon Histopathology Images Using Vision Transformers for Hirschsprung's Disease
by: Megahed, Youssef, et al.
Published: (2024)
by: Megahed, Youssef, et al.
Published: (2024)
Leveraging Information Divergence for Robust Semi-Supervised Fetal Ultrasound Image Segmentation
by: Wang, Fangyijie, et al.
Published: (2025)
by: Wang, Fangyijie, et al.
Published: (2025)
Transforming Heart Chamber Imaging: Self-Supervised Learning for Whole Heart Reconstruction and Segmentation
by: Qayyum, Abdul, et al.
Published: (2024)
by: Qayyum, Abdul, et al.
Published: (2024)
Diffusion Models for Unsupervised Anomaly Detection in Fetal Brain Ultrasound
by: Mykula, Hanna, et al.
Published: (2024)
by: Mykula, Hanna, et al.
Published: (2024)
SynStitch: a Self-Supervised Learning Network for Ultrasound Image Stitching Using Synthetic Training Pairs and Indirect Supervision
by: Yao, Xing, et al.
Published: (2024)
by: Yao, Xing, et al.
Published: (2024)
Self-Supervised Elimination of Non-Independent Noise in Hyperspectral Imaging
by: Ding, Guangrui, et al.
Published: (2024)
by: Ding, Guangrui, et al.
Published: (2024)
O-PRESS: Boosting OCT axial resolution with Prior guidance, Recurrence, and Equivariant Self-Supervision
by: Li, Kaiyan, et al.
Published: (2024)
by: Li, Kaiyan, et al.
Published: (2024)
Generative Diffusion Model Bootstraps Zero-shot Classification of Fetal Ultrasound Images In Underrepresented African Populations
by: Wang, Fangyijie, et al.
Published: (2024)
by: Wang, Fangyijie, et al.
Published: (2024)
Learned Correction Methods for Ultrasound Computed Tomography Imaging Using Simplified Physics Models
by: Lozenski, Luke, et al.
Published: (2025)
by: Lozenski, Luke, et al.
Published: (2025)
Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging
by: Amar, Ariel, et al.
Published: (2025)
by: Amar, Ariel, et al.
Published: (2025)
Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction
by: Wang, Andrew, et al.
Published: (2025)
by: Wang, Andrew, et al.
Published: (2025)
Structure-Preserving Medical Image Generation from a Latent Graph Representation
by: Arias, Kevin, et al.
Published: (2025)
by: Arias, Kevin, et al.
Published: (2025)
Collaborative Learning for Unsupervised Multimodal Remote Sensing Image Registration: Integrating Self-Supervision and MIM-Guided Diffusion-Based Image Translation
by: Wei, Xiaochen, et al.
Published: (2025)
by: Wei, Xiaochen, et al.
Published: (2025)
Dual Agreement Consistency Learning with Foundation Models for Semi-Supervised Fetal Heart Ultrasound Segmentation and Diagnosis
by: Wang, Fangyijie, et al.
Published: (2026)
by: Wang, Fangyijie, et al.
Published: (2026)
Deep Learning for Super-resolution Ultrasound Imaging with Spatiotemporal Data
by: Redfern, Arthur David, et al.
Published: (2024)
by: Redfern, Arthur David, et al.
Published: (2024)
Morphological-consistent Diffusion Network for Ultrasound Coronal Image Enhancement
by: Zhou, Yihao, et al.
Published: (2024)
by: Zhou, Yihao, et al.
Published: (2024)
Blind Ultrasound Image Enhancement via Self-Supervised Physics-Guided Degradation Modeling
by: Khan, Shujaat, et al.
Published: (2026)
by: Khan, Shujaat, et al.
Published: (2026)
CrossDiff: Exploring Self-Supervised Representation of Pansharpening via Cross-Predictive Diffusion Model
by: Xing, Yinghui, et al.
Published: (2024)
by: Xing, Yinghui, et al.
Published: (2024)
Overcoming the Identity Mapping Problem in Self-Supervised Hyperspectral Anomaly Detection
by: Cui, Yongchuan, et al.
Published: (2025)
by: Cui, Yongchuan, et al.
Published: (2025)
Adapting HFMCA to Graph Data: Self-Supervised Learning for Generalizable fMRI Representations
by: Frac, Jakub, et al.
Published: (2025)
by: Frac, Jakub, et al.
Published: (2025)
DeepForest: Sensing Into Self-Occluding Volumes of Vegetation With Aerial Imaging
by: Youssef, Mohamed, et al.
Published: (2025)
by: Youssef, Mohamed, et al.
Published: (2025)
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications
by: Ezzelarab, Maha, et al.
Published: (2025)
by: Ezzelarab, Maha, et al.
Published: (2025)
A Multimodal Approach for Fluid Overload Prediction: Integrating Lung Ultrasound and Clinical Data
by: Yang, Tianqi, et al.
Published: (2024)
by: Yang, Tianqi, et al.
Published: (2024)
Computational Imaging Through Atmospheric Turbulence
by: Chimitt, Nicholas, et al.
Published: (2024)
by: Chimitt, Nicholas, et al.
Published: (2024)
Constructed Realities? Technical and Contextual Anomalies in a High-Profile Image
by: Wjst, Matthias
Published: (2025)
by: Wjst, Matthias
Published: (2025)
Temporal Representation Learning for Real-Time Ultrasound Analysis
by: Stebler, Yves, et al.
Published: (2025)
by: Stebler, Yves, et al.
Published: (2025)
DEMIX: Dual-Encoder Latent Masking Framework for Mixed Noise Reduction in Ultrasound Imaging
by: Guha, Soumee, et al.
Published: (2026)
by: Guha, Soumee, et al.
Published: (2026)
Volumetric Ultrasound via 3D Null Subtraction Imaging with Circular and Spiral Apertures
by: Dai, Bingze, et al.
Published: (2025)
by: Dai, Bingze, et al.
Published: (2025)
HINER: Neural Representation for Hyperspectral Image
by: Shi, Junqi, et al.
Published: (2024)
by: Shi, Junqi, et al.
Published: (2024)
Benchmarking Deep Learning Methods for Irradiance Estimation from Sky Images with Applications to Video Prediction-Based Irradiance Nowcasting
by: Varaschin, Lorenzo F. C., et al.
Published: (2025)
by: Varaschin, Lorenzo F. C., et al.
Published: (2025)
Diagnostic Impact of Cine Clips for Thyroid Nodule Assessment on Ultrasound
by: Yang, Jichen, et al.
Published: (2026)
by: Yang, Jichen, et al.
Published: (2026)
Defining Robust Ultrasound Quality Metrics via an Ultrasound Foundation Model
by: Huang, Ziyang, et al.
Published: (2026)
by: Huang, Ziyang, et al.
Published: (2026)
CathFlow: Self-Supervised Segmentation of Catheters in Interventional Ultrasound Using Optical Flow and Transformers
by: Ranne, Alex, et al.
Published: (2024)
by: Ranne, Alex, et al.
Published: (2024)
Learned Primal Dual Splitting for Self-Supervised Noise-Adaptive MRI Reconstruction
by: Janjusevic, Nikola, et al.
Published: (2025)
by: Janjusevic, Nikola, et al.
Published: (2025)
Similar Items
-
Benchmarking Self-Supervised Models for Cardiac Ultrasound View Classification
by: Megahed, Youssef, et al.
Published: (2026) -
Deep Learning Analysis of Prenatal Ultrasound for Identification of Ventriculomegaly
by: Megahed, Youssef, et al.
Published: (2025) -
USF-MAE: Ultrasound Self-Supervised Foundation Model with Masked Autoencoding
by: Megahed, Youssef, et al.
Published: (2025) -
Automated Classification of First-Trimester Fetal Heart Views Using Ultrasound-Specific Self-Supervised Learning
by: Megahed, Youssef, et al.
Published: (2025) -
Improved cystic hygroma detection from prenatal imaging using ultrasound-specific self-supervised representation learning
by: Megahed, Youssef, et al.
Published: (2025)