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Image Registration

Image registration is the process of transforming different sets of data into one coordinate system. Data may be multiple photographs, data from different sensors, times, depths, or viewpoints. It is used in computer vision, medical imaging, and compiling and analyzing images and data from satellites. Registration is necessary in order to be able to compare or integrate the data obtained from these different measurements.

Source: Image registration | Wikipedia

( Image credit: Kornia )

Papers

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Showing 651–700 of 953 papers

TitleStatusHype
JSSR: A Joint Synthesis, Segmentation, and Registration System for 3D Multi-Modal Image Alignment of Large-scale Pathological CT Scans—0
Medical Image Generation using Generative Adversarial Networks—0
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning—0
Groupwise Multimodal Image Registration using Joint Total VariationCode0
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and BeyondCode1
Convolutional Neural Networks vs. Deformable Image Registration For Medical Slice Interpolation—0
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint trackingCode0
SynthMorph: learning contrast-invariant registration without acquired images—0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation—0
Fully Automated Myocardial Strain Estimation from CMR Tagged Images using a Deep Learning Framework in the UK Biobank—0
A Robust Method for Image Stitching—0
Beyond Photometric Consistency: Gradient-based Dissimilarity for Improving Visual Odometry and Stereo Matching—0
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Registration by tracking for sequential 2D MRI—0
Deep Learning-Based Concurrent Brain Registration and Tumor SegmentationCode1
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural NetworksCode1
Do Public Datasets Assure Unbiased Comparisons for Registration Evaluation?—0
RGB-Topography and X-rays Image Registration for Idiopathic Scoliosis Children Patient Follow-up—0
Detecting Pancreatic Ductal Adenocarcinoma in Multi-phase CT Scans via Alignment Ensemble—0
Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image TranslationCode1
A Multiple Decoder CNN for Inverse Consistent 3D Image Registration—0
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite ImageryCode1
Deep HDR Imaging via A Non-Local NetworkCode1
Medical Image Registration Using Deep Neural Networks: A Comprehensive Review—0
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning—0
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image RegistrationCode1
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Mover’s discrepancies—0
Discovering Salient Anatomical Landmarks by Predicting Human Gaze—0
Learning Deformable Registration of Medical Images with Anatomical ConstraintsCode1
Accelerating the Registration of Image Sequences by Spatio-temporal Multilevel Strategies—0
An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process—0
A Comparative Study for Non-rigid Image Registration and Rigid Image Registration—0
Deformable Groupwise Image Registration using Low-Rank and Sparse DecompositionCode1
HighRes-net: Multi-Frame Super-Resolution by Recursive FusionCode1
BIRL: Benchmark on Image Registration methods with Landmark validationCode0
Deep Learning in Medical Image Registration: A Review—0
Re-Identification and Growth Detection of Pulmonary Nodules without Image Registration Using 3D Siamese Neural Networks—0
Analyzing an Imitation Learning Network for Fundus Image Registration Using a Divide-and-Conquer Approach—0
Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction—0
Vine disease detection in UAV multispectral images with deep learning segmentation approach—0
DeepMeshFlow: Content Adaptive Mesh Deformation for Robust Image Registration—0
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural NetworksCode0
OASIS: One-pass aligned Atlas Set for Image Segmentation—0
Scene recognition based on DNN and game theory with its applications in human-robot interaction—0
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image RegistrationCode0
Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration—0
Breathing deformation model -- application to multi-resolution abdominal MRI—0
Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode1
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RAN4+DSC0.62—Unverified
2CLIP+SVD+ViTDSC0.61—Unverified
3CLIP+SVD+ResNetDSC0.6—Unverified
4CLIP+ViTDSC0.59—Unverified
5Chatgpt+SVDDSC0.58—Unverified
6RMAnDSC0.55—Unverified
7RAN3DSC0.54—Unverified
8SAME++DSC0.49—Unverified
9DnetDSC0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1LKRetinamAUC0.76—Unverified
2SuperRetinamAUC0.76—Unverified
3REMPE, JBHI 2020mAUC0.72—Unverified
4GLAMpoints, ICCV 2019mAUC0.62—Unverified
5SIFTmAUC0.57—Unverified
6PBO, ICIP 2010mAUC0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1DnetASD5.01—Unverified
2RMAnASD3.83—Unverified
3RAN4+ASD3.8—Unverified
4RAN3ASD3.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Region-specific Diffeomorphic Metric MappingDice68.18—Unverified
2vSVF-net [shen2019networks]Dice67.59—Unverified
#ModelMetricClaimedVerifiedStatus
1Recursive Refinement Networklandmarks0.83—Unverified