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 381–390 of 953 papers

Title	Date	Tasks	Status	Hype
Impact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms	Jan 20, 2023	DenoisingImage Registration	—Unverified	0
Evaluation of image registration for measuring deformation fields in soft tissue mechanics	Jan 9, 2023	Image Registration	—Unverified	0
Deep Learning-Based UAV Aerial Triangulation without Image Control Points	Jan 7, 2023	Deep LearningImage Registration	—Unverified	0
GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency	Jan 1, 2023	Image RegistrationMedical Image Registration	CodeCode Available	1
On Finite Difference Jacobian Computation in Deformable Image Registration	Dec 12, 2022	Image Registration	CodeCode Available	1
2D/3D Deep Image Registration by Learning 3D Displacement Fields for Abdominal Organs	Dec 11, 2022	Computed Tomography (CT)Image Registration	—Unverified	0
3D Inception-Based TransMorph: Pre- and Post-operative Multi-contrast MRI Registration in Brain Tumors	Dec 8, 2022	Image RegistrationMedical Image Analysis	—Unverified	0
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available	0
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image Registration	Dec 6, 2022	Deformable Medical Image RegistrationImage Registration	CodeCode Available	0
Fourier-Net: Fast Image Registration with Band-limited Deformation	Nov 29, 2022	DecoderImage 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