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An evaluation of conventional and deep learning‐based image‐matching methods on diverse datasets

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-10602-1_48openalex-snapshot
Microsoft COCO: Common Objects in Context
inferredcites →https://doi.org/10.1007/978-3-319-46466-4_28openalex-snapshot
LIFT: Learned Invariant Feature Transform
inferredcites →https://doi.org/10.1007/978-3-642-15552-9_14openalex-snapshot
Adaptive and Generic Corner Detection Based on the Accelerated Segment Test
inferredcites →https://doi.org/10.1007/978-3-642-15561-1_56openalex-snapshot
BRIEF: Binary Robust Independent Elementary Features
inferredcites →https://doi.org/10.1007/978-3-642-33709-3_54openalex-snapshot
Comparative Evaluation of Binary Features
inferredcites →https://doi.org/10.1007/978-981-10-8612-0_66openalex-snapshot
A Design Framework for Instrumenting Analytic Provenance for Problem-Solving Tasks
inferredcites →https://doi.org/10.1007/bf00116251openalex-snapshot
Induction of Decision Trees
inferredcites →https://doi.org/10.1007/s00138-015-0679-9openalex-snapshot
A comparative experimental study of image feature detectors and descriptors
inferredcites →https://doi.org/10.1007/s11263-005-3848-xopenalex-snapshot
A Comparison of Affine Region Detectors
inferredcites →https://doi.org/10.1007/s11263-006-9967-1openalex-snapshot
Evaluation of Features Detectors and Descriptors based on 3D Objects
inferredcites →https://doi.org/10.1007/s11263-011-0473-8openalex-snapshot
Interesting Interest Points
inferredcites →https://doi.org/10.1007/s11263-016-0902-9openalex-snapshot
Large-Scale Data for Multiple-View Stereopsis
inferredcites →https://doi.org/10.1007/s11263-020-01359-2openalex-snapshot
Image Matching from Handcrafted to Deep Features: A Survey
inferredcites →https://doi.org/10.1016/j.cviu.2007.09.014openalex-snapshot
Speeded-Up Robust Features (SURF)
inferredcites →https://doi.org/10.1016/s0262-8856(03)00137-9openalex-snapshot
Image registration methods: a survey
inferredcites →https://doi.org/10.1016/s0262-8856(97)00056-5openalex-snapshot
Fast corner detection
inferredcites →https://doi.org/10.1023/a:1008045108935openalex-snapshot
Feature Detection with Automatic Scale Selection
inferredcites →https://doi.org/10.1023/b:visi.0000029664.99615.94openalex-snapshot
Distinctive Image Features from Scale-Invariant Keypoints
inferredcites →https://doi.org/10.1109/cvpr.2006.95openalex-snapshot
CSIFT: A SIFT Descriptor with Color Invariant Characteristics
inferredcites →https://doi.org/10.1109/cvpr.2012.6248074openalex-snapshot
Are we ready for autonomous driving? The KITTI vision benchmark suite
inferredcites →https://doi.org/10.1109/cvpr.2015.7298948openalex-snapshot
MatchNet: Unifying feature and metric learning for patch-based matching
inferredcites →https://doi.org/10.1109/cvpr.2015.7299145openalex-snapshot
Domain-size pooling in local descriptors: DSP-SIFT
inferredcites →https://doi.org/10.1109/cvpr.2015.7299165openalex-snapshot
TILDE: A Temporally Invariant Learned DEtector
inferredcites →https://doi.org/10.1109/cvpr.2016.445openalex-snapshot
Structure-from-Motion Revisited
inferredcites →https://doi.org/10.1109/cvpr.2016.581openalex-snapshot
Learning Local Image Descriptors with Deep Siamese and Triplet Convolutional Networks by Minimizing Global Loss Functions
inferredcites →https://doi.org/10.1109/cvpr.2017.261openalex-snapshot
ScanNet: Richly-Annotated 3D Reconstructions of Indoor Scenes
inferredcites →https://doi.org/10.1109/cvpr.2017.418openalex-snapshot
Quad-Networks: Unsupervised Learning to Rank for Interest Point Detection
inferredcites →https://doi.org/10.1109/cvpr.2017.649openalex-snapshot
L2-Net: Deep Learning of Discriminative Patch Descriptor in Euclidean Space
inferredcites →https://doi.org/10.1109/cvpr.2017.736openalex-snapshot
Comparative Evaluation of Hand-Crafted and Learned Local Features
inferredcites →https://doi.org/10.1109/cvpr.2019.00263openalex-snapshot
ContextDesc: Local Descriptor Augmentation With Cross-Modality Context
inferredcites →https://doi.org/10.1109/cvpr.2019.00828openalex-snapshot
D2-Net: A Trainable CNN for Joint Description and Detection of Local Features
inferredcites →https://doi.org/10.1109/cvpr.2019.00832openalex-snapshot
RF-Net: An End-To-End Image Matching Network Based on Receptive Field
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00499openalex-snapshot
SuperGlue: Learning Feature Matching With Graph Neural Networks
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00662openalex-snapshot
ASLFeat: Learning Local Features of Accurate Shape and Localization
inferredcites →https://doi.org/10.1109/cvprw.2018.00060openalex-snapshot
SuperPoint: Self-Supervised Interest Point Detection and Description
inferredcites →https://doi.org/10.1109/iccv.2011.6126544openalex-snapshot
ORB: An efficient alternative to SIFT or SURF
inferredcites →https://doi.org/10.1109/iccv.2015.22openalex-snapshot
Discriminative Learning of Deep Convolutional Feature Point Descriptors
inferredcites →https://doi.org/10.1109/tip.2019.2909640openalex-snapshot
A Performance Evaluation of Local Features for Image-Based 3D Reconstruction
inferredcites →https://doi.org/10.1109/tpami.2005.188openalex-snapshot
A performance evaluation of local descriptors
inferredcites →https://doi.org/10.1109/tpami.2009.77openalex-snapshot
DAISY: An Efficient Dense Descriptor Applied to Wide-Baseline Stereo
inferredcites →https://doi.org/10.1111/phor.12346openalex-snapshot
Automated Registration of SfM‐MVS Multitemporal Datasets Using Terrestrial and Oblique Aerial Images
inferredcites →https://doi.org/10.1111/phor.12363openalex-snapshot
An automatic workflow for orientation of historical images with large radiometric and geometric differences
inferredcites →https://doi.org/10.1111/phor.12374openalex-snapshot
A new productive framework for point‐based matching of oblique aircraft and UAV‐based images
inferredcites →https://doi.org/10.1111/phor.12402openalex-snapshot
Rotation‐Invariant Self‐Similarity Descriptor for Multi‐Temporal Remote Sensing Image Registration
inferredcites →https://doi.org/10.1137/080732730openalex-snapshot
ASIFT: A New Framework for Fully Affine Invariant Image Comparison
inferredcites →https://doi.org/10.48550/arxiv.1705.10872openalex-snapshot
Working hard to know your neighbor's margins: Local descriptor learning loss
inferredcites →https://doi.org/10.48550/arxiv.1805.09662openalex-snapshot
LF-Net: Learning Local Features from Images
inferredcites →https://doi.org/10.48550/arxiv.1806.06778openalex-snapshot
BinGAN: Learning Compact Binary Descriptors with a Regularized GAN
inferredcites →https://doi.org/10.48550/arxiv.1907.04011openalex-snapshot
UnsuperPoint: End-to-end Unsupervised Interest Point Detector and Descriptor
inferredcites →https://doi.org/10.5244/c.2.23openalex-snapshot
A Combined Corner and Edge Detector
inferredcites →https://doi.org/10.5244/c.30.119openalex-snapshot
Learning local feature descriptors with triplets and shallow convolutional neural networks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Method for Maximizing the Number of Detected Keypoints on Homogeneous Underlying Surfaces
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Robust registration of multi-modal remote sensing images based on multi-dimensional oriented self-similarity features
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A UAV scene matching method based on triplet relationship and sliding mode control for GPS-denied environments
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Technical research on image-based virtual scene generation and stitching methods
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Aerial-ground image feature matching via 3D Gaussian splatting-based intermediate view rendering
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Application of Improved KAZE Algorithm in Image Feature Extraction and Matching
inferred← citeshttps://doi.org/10.1109/jstars.2024.3400394openalex-snapshot
A Mismatch Removal Method Based on Global Constraint and Local Geometry Preservation for Lunar Orbiter Images
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A Robust Multimodal Wide-Field Satellite Image Registration Algorithm Based on Weighted Random Partition Optimization
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LOSC: Optical-SAR Image Registration Based on Local Oriented Scale Contour Feature Descriptor
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Multimodal Remote Sensing Image Robust Matching Based on Second-Order Tensor Orientation Feature Transformation
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Large-Scale Geo-Localization of Remote Sensing Images: A Three-Stage Framework Leveraging Maximal Clique Theory
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Automatic On-Orbit Geometric Calibration for High-Resolution Optical Satellites by Distance Transformation Model
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Nonlinear Diffusion-Enhanced Feature Representation and Matching for Block Adjustment of Multiscale Optical Satellite Imagery
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Improvement of the spaceborne synthetic aperture radar stereo positioning accuracy without ground control points
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Mono‐MVS: textureless‐aware multi‐view stereo assisted by monocular prediction
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PL‐Pose : robust camera localisation based on combined point and line features using control images
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Comparison and evaluation of feature matching methods for multisource planetary remote sensing imagery
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Robust Hierarchical Point Matching Between Aerial and Ground Imagery Through Depth Map‐Based Partitioned Attention Aggregation
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Fusion of Super‐Resolution and Semantic Segmentation Deep Models for Building Footprint Extraction From Aerial Images
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Contemporary Preoperative Detection of Extraprostatic Extension in Prostate Cancer
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Robust Fusion of Multi-Source Images for Accurate 3D Reconstruction of Complex Urban Scenes
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Adaptive Matching of High-Frequency Infrared Sea Surface Images Using a Phase-Consistency Model
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结合空间几何信息和全局特征的无人机图像三维重建模型
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Nanotechnology based approaches for leukemia therapy
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