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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 953 papers

Title	Date	Tasks	Status	Hype
Metamorphic image registration using a semi-Lagrangian scheme	Jun 16, 2021	GPUImage Registration	CodeCode Available	1
ModeT: Learning Deformable Image Registration via Motion Decomposition Transformer	Jun 9, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
MRI to CT Translation with GANs	Jan 16, 2019	Computed Tomography (CT)Generative Adversarial Network	CodeCode Available	1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions	Mar 14, 2022	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Affine Medical Image Registration with Coarse-to-Fine Vision Transformer	Mar 29, 2022	Image RegistrationMedical Image Registration	CodeCode Available	1
Non-iterative Coarse-to-fine Registration based on Single-pass Deep Cumulative Learning	Jun 25, 2022	Image RegistrationMedical Image Analysis	CodeCode Available	1
Non-rigid Medical Image Registration using Physics-informed Neural Networks	Feb 20, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-classification	CodeCode Available	1
PlantStereo: A Stereo Matching Benchmark for Plant Surface Dense Reconstruction	Nov 30, 2021	Camera CalibrationImage Registration	CodeCode Available	1
Deep Learning in Medical Image Registration: Magic or Mirage?	Aug 11, 2024	Deep LearningImage Registration	CodeCode Available	1

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All datasets Unpaired-abdomen-CT FIRE Unpaired-lung-CT Osteoarthritis Initiative DIR-LAB COPDgene

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RAN4+	DSC	0.62	—	Unverified
2	CLIP+SVD+ViT	DSC	0.61	—	Unverified
3	CLIP+SVD+ResNet	DSC	0.6	—	Unverified
4	CLIP+ViT	DSC	0.59	—	Unverified
5	Chatgpt+SVD	DSC	0.58	—	Unverified
6	RMAn	DSC	0.55	—	Unverified
7	RAN3	DSC	0.54	—	Unverified
8	SAME++	DSC	0.49	—	Unverified
9	Dnet	DSC	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LKRetina	mAUC	0.76	—	Unverified
2	SuperRetina	mAUC	0.76	—	Unverified
3	REMPE, JBHI 2020	mAUC	0.72	—	Unverified
4	GLAMpoints, ICCV 2019	mAUC	0.62	—	Unverified
5	SIFT	mAUC	0.57	—	Unverified
6	PBO, ICIP 2010	mAUC	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dnet	ASD	5.01	—	Unverified
2	RMAn	ASD	3.83	—	Unverified
3	RAN4+	ASD	3.8	—	Unverified
4	RAN3	ASD	3.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Region-specific Diffeomorphic Metric Mapping	Dice	68.18	—	Unverified
2	vSVF-net [shen2019networks]	Dice	67.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Recursive Refinement Network	landmarks	0.83	—	Unverified