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Feature Matching and Position Matching Between Optical and SAR With Local Deep Feature Descriptor [PDF]

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022
Image matching between the optical and synthetic aperture radar (SAR) is one of the most fundamental problems for earth observation. In recent years, many researchers have used hand-made descriptors with their expertise to find matches between optical ...
Yun Liao   +6 more
doaj   +6 more sources

An Improved ASIFT Image Feature Matching Algorithm Based on POS Information [PDF]

open access: yesSensors, 2022
The affine scale-invariant feature transform (ASIFT) algorithm is a feature extraction algorithm with affinity and scale invariance, which is suitable for image feature matching using unmanned aerial vehicles (UAVs).
Junchai Gao, Zhen Sun
doaj   +2 more sources

Swin-transformer for weak feature matching [PDF]

open access: yesScientific Reports
Feature matching in computer vision is crucial but challenging in weakly textured scenes due to the lack of pattern repetition. We introduce the SwinMatcher feature matching method, aimed at addressing the issues of low matching quantity and poor ...
Yuan Guo, Wenpeng Li, Ping Zhai
doaj   +2 more sources

LIM: Lightweight Image Local Feature Matching [PDF]

open access: yesJournal of Imaging
Image matching is a fundamental problem in computer vision, serving as a core component in tasks such as visual localization, structure from motion, and SLAM.
Shanquan Ying   +3 more
doaj   +2 more sources

Feature Matching with Bounded Distortion

open access: yesACM Transactions on Graphics, 2014
We consider the problem of finding a geometrically consistent set of point matches between two images. We assume that local descriptors have provided a set of candidate matches, which may include many outliers. We then seek the largest subset of these correspondences that can be aligned perfectly using a nonrigid deformation that exerts a bounded ...
Ronen Basri   +2 more
exaly   +3 more sources

UFM: Unified feature matching pre-training with multi-modal image assistants. [PDF]

open access: yesPLoS ONE
Image feature matching, a foundational task in computer vision, remains challenging for multimodal image applications, often necessitating intricate training on specific datasets.
Yide Di   +6 more
doaj   +2 more sources

Robust Line Feature Matching via Point–Line Invariants and Geometric Constraints [PDF]

open access: yesSensors
Line feature matching is a crucial aspect of computer vision and image processing tasks, attracting significant research attention. Most line matching algorithms predominantly rely on local feature descriptors or deep learning modules, which often suffer
Chenyang Zhang   +5 more
doaj   +2 more sources

A survey of feature matching methods

open access: yesIET Image Processing
Feature matching plays a crucial role in computer vision, with applications in visual localization, simultaneous localization and mapping (SLAM), image stitching, and more.
Qian Huang   +4 more
doaj   +3 more sources

Stereo Matching Network with Multi-Cost Fusion [PDF]

open access: yesJisuanji gongcheng, 2022
In stereo matching networks, the feature extraction process is key for improving the accuracy of binocular stereo matching.To extract image feature information, this study combines the characteristics of dense atrous convolution, spatial pyramid pooling,
ZHANG Xiying, WANG Houbo, BIAN Jilong
doaj   +1 more source

A novel method for SIFT features matching based on feature dimension matching degree [PDF]

open access: yesMATEC Web of Conferences, 2019
We proposes a method for fast matching SIFT feature points based on SIFT feature descriptor vector element matching. First, we discretize each dimensional feature element into an array address based on a fixed threshold value and store the corresponding ...
Yang Yao   +3 more
doaj   +1 more source

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