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Papers Image Registration

“Image Registration” 태그가 달린 논문 1,041편 · 필터 해제

Hough-SIFT: Robust Image Registration for Linear Structures via Hough Space

2026-07-16 · Masaki Satoh arxiv

Image registration is essential in applications such as electronic image stabilization. Scale-Invariant Feature Transform (SIFT), a widely used local keypoint detector and descriptor, typically provides accurate registra…

Image Registration

RBE-Flow: Recurrent Bayesian Estimation on Feature Manifolds for Cross-Modal Registration

2026-06-29 · Mengzhu Ding, Xin Song, Xiaoke Ding, Hongwei Ding 외 arxiv

Cross-modal image registration is essential for multi-sensor perception but remains fundamentally challenging due to severe non-linear radiometric discrepancies and geometric distortions. Existing deterministic matching …

Image Registration

Projection-based coupling of infrared thermography and stereocorrelation-based digital image correlation

2026-06-27 · Jendrik-Alexander Tröger, Lutz Müller-Lohse, Stefan Hartmann arxiv

Full-field measurement techniques such as digital image correlation and infrared thermography are prevalent in experimental solid mechanics. Digital image correlation is used to analyze surface deformation, while infrare…

Image Registration

++nnU-Net: Scaling nnU-Net with Prefix-Based Data Augmentation

2026-06-09 · Ana Sofia Santos, André Ferreira, Gijs Luijten, Naida Solak 외 arxiv

The nnU-Net has demonstrated continuous success in medical segmentation tasks, which heavily rely on the availability and diversity of annotated biomedical data. However, assembling medical imaging cohorts remains challe…

Image RegistrationData Augmentation

A practical probabilistic framework for deformable image registration uncertainty in radiotherapy dose propagation

2026-06-08 · Stefan Heldmann, Sven Kuckertz, Nasim Givehchi, Thomas Coradi 외 arxiv

Deformable image registration (DIR) is widely used in radiotherapy for dose propagation and accumulation, but uncertainty in the underlying deformation can substantially affect clinically relevant dose estimates. We pres…

Image Registration

Cross-Modality Feature Fusion Based on Structured State Space Duality for Multimodal Image Registration Network

2026-06-02 · Zhikang Li, Yan Wu, Xin Hu, Yi Dai 외 arxiv

In multi-modal image registration, the primary challenge lies in shared structural information extraction. Compared to Transformers, Structured State Space Duality (SSD) offers greater global structural feature extractio…

Information ExtractionImage Registration

SAMatcher: Co-Visibility Modeling with Segment Anything for Robust Feature Matching

2026-06-02 · Xu Pan, Qiyuan Ma, Mingyue Dong, He Chen 외 arxiv

Reliable correspondence estimation is a fundamental problem in image processing, underpinning applications such as Structure from Motion, visual localization, and image registration. Existing learning-based methods have …

Representation LearningVisual LocalizationImage RegistrationImage Matching

Resolution-free neural surrogates for geometric parameterization and mapping with spatially varying fields

2026-05-27 · Yanwen Huang, Lok Ming Lui, Gary P. T. Choi arxiv

Many imaging problems require computing spatial transformations induced by spatially varying intensity, feature, or density fields. Canonical examples include distortion correction, deformable image registration, atlas-b…

Image Registration

Generative Deep Learning for Computational Destaining and Restaining of Unregistered Digital Pathology Images

2026-05-14 · Aarushi Kulkarni, Alarice Lowe, Pratik Shah arxiv

Conditional generative adversarial networks (cGANs) have enabled high-fidelity computational staining and destaining of hematoxylin and eosin (H&E) in digital pathology whole-slide images (WSI). However, their ability to…

Image RegistrationDomain Adaptation

Bayesian In Vivo Tracking of Synapses using Joint Poisson Deconvolution and Diffeomorphic Registration

2026-05-13 · Shashwat Kumar, Dominic M. Padova, Binish Narang, Gabrielle I. Coste 외 arxiv

Synapses are densely packed submicron structures that dynamically reorganize during learning and memory formation. Longitudinal \textit{in vivo} imaging of fluorescently tagged synaptic receptors offers a promising oppor…

Image Registration

CVEvolve: Autonomous Algorithm Discovery for Unstructured Scientific Data Processing

2026-05-12 · Ming Du, Xiangyu Yin, Yanqi Luo, Dishant Beniwal 외 arxiv

Scientific data processing often requires task-specific algorithms or AI models, creating a barrier for domain scientists who need to analyze their data but may not have extensive computing or image-processing expertise.…

Image RegistrationImage Segmentation

TAR: Text Semantic Assisted Cross-modal Image Registration Framework for Optical and SAR Images

2026-05-12 · Zhuoyu Cai, Dou Quan, Ning Huyan, Pei He 외 arxiv

Existing deep learning-based methods can capture shared features from optical and synthetic aperture radar (SAR) images for spatial alignment. However, optical-SAR registration remains challenging under large geometric d…

Image Registration

A Multimodal Clinically Informed Coarse-to-Fine Framework for Longitudinal CT Registration in Proton Therapy

2026-04-15 · Caiwen Jiang, Yuzhen Ding, Mi Jia, Samir H. Patel 외 arxiv

Proton therapy offers superior organ-at-risk sparing but is highly sensitive to anatomical changes, making accurate deformable image registration (DIR) across longitudinal CT scans essential. Conventional DIR methods are…

Image Registration

DoseRAD2026 Challenge dataset: AI accelerated photon and proton dose calculation for radiotherapy

2026-04-14 · Fan Xiao, Nikolaos Delopoulos, Niklas Wahl, Lennart Volz 외 arxiv

Purpose: Accurate dose calculation is essential in radiotherapy for precise tumor irradiation while sparing healthy tissue. With the growing adoption of MRI-guided and real-time adaptive radiotherapy, fast and accurate d…

Image Registration

A Comparison of Multi-View Stereo Methods for Photogrammetric 3D Reconstruction: From Traditional to Learning-Based Approaches

2026-04-11 · Yawen Li, George Vosselman, Francesco Nex arxiv

Photogrammetric 3D reconstruction has long relied on traditional Structure-from-Motion (SfM) and Multi-View Stereo (MVS) methods, which provide high accuracy but face challenges in speed and scalability. Recently, learni…

Image Registration3D ReconstructionPoint Clouds

Rotation Equivariant Convolutions in Deformable Registration of Brain MRI

2026-04-09 · Arghavan Rezvani, Kun Han, Anthony T. Wu, Pooya Khosravi 외 arxiv

Image registration is a fundamental task that aligns anatomical structures between images. While CNNs perform well, they lack rotation equivariance - a rotated input does not produce a correspondingly rotated output. Thi…

Image Registration

CRFT: Consistent-Recurrent Feature Flow Transformer for Cross-Modal Image Registration

2026-04-07 · Xuecong Liu, Mengzhu Ding, Zixuan Sun, Zhang Li 외 arxiv

We present Consistent-Recurrent Feature Flow Transformer (CRFT), a unified coarse-to-fine framework based on feature flow learning for robust cross-modal image registration. CRFT learns a modality-independent feature flo…

Image RegistrationSpatial Reasoning

Automated Prostate Gland Segmentation in MRI Using nnU-Net

2026-04-02 · Pablo Rodriguez-Belenguer, Gloria Ribas, Javier Aquerreta Escribano, Rafael Moreno-Calatayud 외 arxiv

Accurate segmentation of the prostate gland in multiparametric MRI (mpMRI) is a fundamental step for a wide range of clinical and research applications, including image registration, volume estimation, and radiomic analy…

Image Registration

Adapting Frozen Mono-modal Backbones for Multi-modal Registration via Contrast-Agnostic Instance Optimization

2026-03-27 · Yi Zhang, Yidong Zhao, Qian Tao arxiv

Deformable image registration remains a central challenge in medical image analysis, particularly under multi-modal scenarios where intensity distributions vary significantly across scans. While deep learning methods pro…

Image RegistrationStyle Transfer

Cycle Inverse-Consistent TransMorph: A Balanced Deep Learning Framework for Brain MRI Registration

2026-03-23 · Jiaqi Shang, Haojin Wu, Yinyi Lai, Zongyu Li 외 arxiv

Deformable image registration plays a fundamental role in medical image analysis by enabling spatial alignment of anatomical structures across subjects. While recent deep learning-based approaches have significantly impr…

Computational EfficiencyImage Registration
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