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Homography Estimation

Homography estimation is a technique used in computer vision and image processing to find the relationship between two images of the same scene, but captured from different viewpoints. It is used to align images, correct for perspective distortions, or perform image stitching. In order to estimate the homography, a set of corresponding points between the two images must be found, and a mathematical model must be fit to these points. There are various algorithms and techniques that can be used to perform homography estimation, including direct methods, RANSAC, and machine learning-based approaches.

Papers

Showing 125 of 134 papers

TitleStatusHype
LightGlue: Local Feature Matching at Light SpeedCode4
LiftFeat: 3D Geometry-Aware Local Feature MatchingCode3
ASpanFormer: Detector-Free Image Matching with Adaptive Span TransformerCode2
SiLK -- Simple Learned KeypointsCode2
A Large Scale Homography BenchmarkCode2
PnLCalib: Sports Field Registration via Points and Lines OptimizationCode2
STHN: Deep Homography Estimation for UAV Thermal Geo-localization with Satellite ImageryCode2
ALIKED: A Lighter Keypoint and Descriptor Extraction Network via Deformable TransformationCode2
Deep Homography Estimation for Visual Place RecognitionCode2
Adapting Dense Matching for Homography Estimation with Grid-based AccelerationCode1
Iterative Deep Homography EstimationCode1
CONSAC: Robust Multi-Model Fitting by Conditional Sample ConsensusCode1
InterNet: Unsupervised Cross-modal Homography Estimation Based on Interleaved Modality Transfer and Self-supervised Homography PredictionCode1
TVCalib: Camera Calibration for Sports Field Registration in SoccerCode1
Geometric Estimation via Robust Subspace RecoveryCode1
DUT: Learning Video Stabilization by Simply Watching Unstable VideosCode1
Geometrized Transformer for Self-Supervised Homography EstimationCode1
Deep Homography Estimation for Dynamic ScenesCode1
A Gis Aided Approach for Geolocalizing an Unmanned Aerial System Using Deep LearningCode1
Depth-Aware Multi-Grid Deep Homography Estimation with Contextual CorrelationCode1
EarthMatch: Iterative Coregistration for Fine-grained Localization of Astronaut PhotographyCode1
Fine-Grained Cross-View Geo-Localization Using a Correlation-Aware Homography EstimatorCode1
ALIKE: Accurate and Lightweight Keypoint Detection and Descriptor ExtractionCode1
Attention Weighted Local DescriptorsCode1
3DG-STFM: 3D Geometric Guided Student-Teacher Feature MatchingCode1
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