Journal of Physics Conference Series · 2018 · 11 citations · 5 references
ComputingComputer ScienceComputer VisionMachine VisionUnmanned Aircraft SystemsFeature DescriptionImage RegistrationImage StitchingMotion EstimationFeature Correspondence EstimationFeature MatchingNeighborhood Support NetworksNeighborhood Support SystemsOriented FastReal-time StitchingRobust StitchingRotated Brief
In order to receive and stitch sequential images from Unmanned Aerial Vehicle (UAV) synchronously, an improved approach based on feature points matching is proposed. Firstly, global images with overlapping regions are described by Oriented FAST and Rotated BRIEF (ORB) feature. Then Grid-based Motion Statistics (GMS) method is employed to obtain robust feature correspondence from primary matching pairs, these matching pairs are further validated by neighborhood support and used to get transformation matrix. The performance of the proposed algorithm is demonstrated through computer simulated experiments. Experimental results show that the improved method can efficiently solve the problem of smaller-overlapping and less-textured images with real time capability.
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ORB: An efficient alternative to SIFT or SURF
Ethan Rublee, Vincent Rabaud, Kurt Konolige et al. · 2011 · 10.4K citations
GMS: Grid-Based Motion Statistics for Fast, Ultra-Robust Feature Correspondence
Jia-Wang Bian, Wen-Yan Lin, Yasuyuki Matsushita et al. · 2017 · 607 citations · Full text
A robust Graph Transformation Matching for non-rigid registration
Wendy Aguilar, Yann Frauel, Francisco Escolano et al. · Image and Vision Computing · 2008 · 169 citations
Digital Image Stabilization for Cameras on Moving Platform
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