Deep Learning in Medical Image Registration: Magic or Mirage?
Fuente:
arXiv
Saved in:
| Main Authors: | Jena, Rohit, Sethi, Deeksha, Chaudhari, Pratik, Gee, James C. |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration
by: Jena, Rohit, et al.
Published: (2024)
by: Jena, Rohit, et al.
Published: (2024)
The LUMirage: An independent evaluation of zero-shot performance in the LUMIR challenge
by: Jena, Rohit, et al.
Published: (2025)
by: Jena, Rohit, et al.
Published: (2025)
Disentangling Progress in Medical Image Registration: Beyond Trend-Driven Architectures towards Domain-Specific Strategies
by: Jian, Bailiang, et al.
Published: (2025)
by: Jian, Bailiang, et al.
Published: (2025)
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration
by: Zhang, Xiaoran, et al.
Published: (2023)
by: Zhang, Xiaoran, et al.
Published: (2023)
Recurrent Inference Machine for Medical Image Registration
by: Zhang, Yi, et al.
Published: (2024)
by: Zhang, Yi, et al.
Published: (2024)
A Symmetric Dynamic Learning Framework for Diffeomorphic Medical Image Registration
by: Deng, Jinqiu, et al.
Published: (2024)
by: Deng, Jinqiu, et al.
Published: (2024)
OncoReg: Medical Image Registration for Oncological Challenges
by: Heyer, Wiebke, et al.
Published: (2025)
by: Heyer, Wiebke, et al.
Published: (2025)
NCF: Neural Correspondence Field for Medical Image Registration
by: Zhou, Lei, et al.
Published: (2025)
by: Zhou, Lei, 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)
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review
by: Reithmeir, Anna, et al.
Published: (2024)
by: Reithmeir, Anna, et al.
Published: (2024)
Markerless Tracking-Based Registration for Medical Image Motion Correction
by: Neubig, Luisa, et al.
Published: (2025)
by: Neubig, Luisa, et al.
Published: (2025)
Factored Levenberg-Marquardt for Diffeomorphic Image Registration: An efficient optimizer for FireANTs
by: Jena, Rohit, et al.
Published: (2026)
by: Jena, Rohit, et al.
Published: (2026)
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration
by: Meng, Mingyuan, et al.
Published: (2024)
by: Meng, Mingyuan, et al.
Published: (2024)
Search-MIND: Training-Free Multi-Modal Medical Image Registration
by: Wang, Boya, et al.
Published: (2026)
by: Wang, Boya, et al.
Published: (2026)
multiGradICON: A Foundation Model for Multimodal Medical Image Registration
by: Demir, Basar, et al.
Published: (2024)
by: Demir, Basar, et al.
Published: (2024)
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms
by: Kumar, Gurucharan Marthi Krishna, et al.
Published: (2024)
by: Kumar, Gurucharan Marthi Krishna, et al.
Published: (2024)
Deformable Medical Image Registration with Effective Anatomical Structure Representation and Divide-and-Conquer Network
by: Ma, Xinke, et al.
Published: (2025)
by: Ma, Xinke, et al.
Published: (2025)
A Survey of Medical Point Cloud Shape Learning: Registration, Reconstruction and Variation
by: Zhang, Tongxu, et al.
Published: (2025)
by: Zhang, Tongxu, et al.
Published: (2025)
Tetrahedron-Net for Medical Image Registration
by: Xiang, Jinhai, et al.
Published: (2025)
by: Xiang, Jinhai, et al.
Published: (2025)
Decoder-Only Image Registration
by: Jia, Xi, et al.
Published: (2024)
by: Jia, Xi, et al.
Published: (2024)
TotalRegistrator: Towards a Lightweight Foundation Model for CT Image Registration
by: Pham, Xuan Loc, et al.
Published: (2025)
by: Pham, Xuan Loc, et al.
Published: (2025)
Deep Generative Models for 3D Medical Image Synthesis
by: Friedrich, Paul, et al.
Published: (2024)
by: Friedrich, Paul, et al.
Published: (2024)
A Unified Deep Learning Framework for Motion Correction in Medical Imaging
by: Wang, Jian, et al.
Published: (2024)
by: Wang, Jian, et al.
Published: (2024)
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)
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation
by: Lin, Yi, et al.
Published: (2025)
by: Lin, Yi, et al.
Published: (2025)
Automatic Detection of COVID-19 from Chest X-ray Images Using Deep Learning Model
by: Das, Alloy, et al.
Published: (2024)
by: Das, Alloy, et al.
Published: (2024)
Bridging Classical and Learning-based Iterative Registration through Deep Equilibrium Models
by: Zhang, Yi, et al.
Published: (2025)
by: Zhang, Yi, et al.
Published: (2025)
Learning a Model-Driven Variational Network for Deformable Image Registration
by: Jia, Xi, et al.
Published: (2021)
by: Jia, Xi, et al.
Published: (2021)
Co-Learning Semantic-aware Unsupervised Segmentation for Pathological Image Registration
by: Liu, Yang, et al.
Published: (2023)
by: Liu, Yang, et al.
Published: (2023)
HER2 and FISH Status Prediction in Breast Biopsy H&E-Stained Images Using Deep Learning
by: Sekhar, Ardhendu, et al.
Published: (2024)
by: Sekhar, Ardhendu, et al.
Published: (2024)
Is Grad-CAM Explainable in Medical Images?
by: Suara, Subhashis, et al.
Published: (2023)
by: Suara, Subhashis, et al.
Published: (2023)
Deep Biomechanically-Guided Interpolation for Keypoint-Based Brain Shift Registration
by: Assis, Tiago, et al.
Published: (2025)
by: Assis, Tiago, et al.
Published: (2025)
The Effect of Lossy Compression on 3D Medical Images Segmentation with Deep Learning
by: Kurmukov, Anvar, et al.
Published: (2024)
by: Kurmukov, Anvar, et al.
Published: (2024)
Deep Perceptual Enhancement for Medical Image Analysis
by: Sharif, S M A, et al.
Published: (2025)
by: Sharif, S M A, et al.
Published: (2025)
MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large Deformations
by: Li, Ruizhe, et al.
Published: (2024)
by: Li, Ruizhe, et al.
Published: (2024)
Spectral Bias Correction in PINNs for Myocardial Image Registration of Pathological Data
by: Baluyot, Bastien C., et al.
Published: (2025)
by: Baluyot, Bastien C., et al.
Published: (2025)
On the Degrees of Freedom of Gridded Control Points in Learning-Based Medical Image Registration
by: Yan, Wen, et al.
Published: (2026)
by: Yan, Wen, et al.
Published: (2026)
Preserving Tumor Volumes for Unsupervised Medical Image Registration
by: Dong, Qihua, et al.
Published: (2023)
by: Dong, Qihua, et al.
Published: (2023)
Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique
by: Zhan, Qishi, et al.
Published: (2024)
by: Zhan, Qishi, et al.
Published: (2024)
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning
by: Rukundo, Olivier
Published: (2023)
by: Rukundo, Olivier
Published: (2023)
Similar Items
-
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration
by: Jena, Rohit, et al.
Published: (2024) -
The LUMirage: An independent evaluation of zero-shot performance in the LUMIR challenge
by: Jena, Rohit, et al.
Published: (2025) -
Disentangling Progress in Medical Image Registration: Beyond Trend-Driven Architectures towards Domain-Specific Strategies
by: Jian, Bailiang, et al.
Published: (2025) -
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration
by: Zhang, Xiaoran, et al.
Published: (2023) -
Recurrent Inference Machine for Medical Image Registration
by: Zhang, Yi, et al.
Published: (2024)