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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 76100 of 134 papers

TitleStatusHype
Learning Knowledge-Rich Sequential Model for Planar Homography Estimation in Aerial VideoCode0
Medical Image Analysis using Deep Relational Learning0
PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment0
Nonlinear constructive observer design for direct homography estimation0
ParaFormer: Parallel Attention Transformer for Efficient Feature Matching0
GyroFlow+: Gyroscope-Guided Unsupervised Deep Homography and Optical Flow Learning0
SiLK: Simple Learned Keypoints0
A Large-Scale Homography Benchmark0
AbHE: All Attention-based Homography Estimation0
SSORN: Self-Supervised Outlier Removal Network for Robust Homography Estimation0
Warped Convolutional Networks: Bridge Homography to sl(3) algebra by Group Convolution0
Towards a Unified Approach to Homography Estimation Using Image Features and Pixel IntensitiesCode0
Road-aware Monocular Structure from Motion and Homography Estimation0
Pixel-wise Deep Image Stitching0
Deep Homography Estimation in Dynamic Surgical Scenes for Laparoscopic Camera Motion ExtractionCode0
Precise Aerial Image Matching based on Deep Homography Estimation0
LocalTrans: A Multiscale Local Transformer Network for Cross-Resolution Homography Estimation0
Galois/monodromy groups for decomposing minimal problems in 3D reconstruction0
Localization of Ice-Rink for Broadcast Hockey Videos0
FisheyeSuperPoint: Keypoint Detection and Description Network for Fisheye Images0
Explicit homography estimation improves contrastive self-supervised learning0
A Robust and Efficient Framework for Sports-Field Registration0
Real-Time Facial Expression Emoji Masking with Convolutional Neural Networks and HomographyCode0
Homography Estimation with Convolutional Neural Networks Under Conditions of Variance0
HSolo: Homography from a single affine aware correspondence0
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