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Learning Local Image Descriptors with Deep Siamese and Triplet Convolutional Networks by Minimizing Global Loss Functions

https://doi.org/10.1109/cvpr.2016.581

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What this work says

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

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Deep Metric Learning Using Triplet Network

inferredcites →https://doi.org/10.1007/978-3-642-44907-9_3openalex-snapshot

Descriptor Learning for Omnidirectional Image Matching

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Modeling the World from Internet Photo Collections

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Robust wide-baseline stereo from maximally stable extremal regions

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Local grayvalue invariants for image retrieval

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Histograms of Oriented Gradients for Human Detection

inferredcites →https://doi.org/10.1109/cvpr.2005.202openalex-snapshot

Learning a Similarity Metric Discriminatively, with Application to Face Verification

inferredcites →https://doi.org/10.1109/cvpr.2005.216openalex-snapshot

Local Discriminant Embedding and Its Variants

inferredcites →https://doi.org/10.1109/cvpr.2010.5539961openalex-snapshot

The automatic design of feature spaces for local image descriptors using an ensemble of non-linear feature extractors

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Large scale metric learning from equivalence constraints

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Boosting Binary Keypoint Descriptors

inferredcites →https://doi.org/10.1109/cvpr.2014.180openalex-snapshot

Learning Fine-Grained Image Similarity with Deep Ranking

inferredcites →https://doi.org/10.1109/cvpr.2015.7298682openalex-snapshot

FaceNet: A unified embedding for face recognition and clustering

inferredcites →https://doi.org/10.1109/cvpr.2015.7298930openalex-snapshot

Learning descriptors for object recognition and 3D pose estimation

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.2015.7299064openalex-snapshot

Learning to compare image patches via convolutional neural networks

inferredcites →https://doi.org/10.1109/iccv.1999.790410openalex-snapshot

Object recognition from local scale-invariant features

inferredcites →https://doi.org/10.1109/iccv.2003.1238663openalex-snapshot

Video Google: a text retrieval approach to object matching in videos

inferredcites →https://doi.org/10.1109/iccv.2015.22openalex-snapshot

Discriminative Learning of Deep Convolutional Feature Point Descriptors

inferredcites →https://doi.org/10.1109/tpami.2010.54openalex-snapshot

Discriminative Learning of Local Image Descriptors

inferredcites →https://doi.org/10.1109/tpami.2011.206openalex-snapshot

Gradient Response Maps for Real-Time Detection of Textureless Objects

inferredcites →https://doi.org/10.1109/tpami.2014.2301163openalex-snapshot

Learning Local Feature Descriptors Using Convex Optimisation

inferredcites →https://doi.org/10.1142/s0218001493000339openalex-snapshot

SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK

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Information-theoretic metric learning

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ImageNet classification with deep convolutional neural networks

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Metric and Kernel Learning using a Linear Transformation

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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

inferredcites →https://doi.org/10.5244/c.18.90openalex-snapshot

Locally Planar Patch Features for Real-Time Structure from Motion

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Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis

inferredcites →https://doi.org/10.5555/1577069.1577078openalex-snapshot

Distance Metric Learning for Large Margin Nearest Neighbor Classification

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SketchDesc: Learning Local Sketch Descriptors for Multi-View Correspondence

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Triplet Loss With Multistage Outlier Suppression and Class-Pair Margins for Facial Expression Recognition

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A Decade Survey of Content Based Image Retrieval Using Deep Learning

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Multimodal Learning of Social Image Representation by Exploiting Social Relations

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Fault Tolerance in Triplet Network Training: Analysis, Evaluation and Protection Methods

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Ship Classification in Medium-Resolution SAR Images via Densely Connected Triplet CNNs Integrating Fisher Discrimination Regularized Metric Learning

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Cross-Modality Image Matching Network With Modality-Invariant Feature Representation for Airborne-Ground Thermal Infrared and Visible Datasets

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Robust Optical and SAR Image Matching Using Attention-Enhanced Structural Features

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Visible/Infrared Image Registration Based on Region-Adaptive Contextual Multifeatures

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LM-Net: A Lightweight Matching Network for Remote Sensing Image Matching and Registration

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Soft Semantic Representation for Cross-Domain Face Recognition

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Transformation-Aware Embeddings for Image Provenance

inferred← citeshttps://doi.org/10.1109/tip.2018.2858553openalex-snapshot

Generative Model With Coordinate Metric Learning for Object Recognition Based on 3D Models

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Supervised Deep Feature Embedding With Handcrafted Feature

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A Performance Evaluation of Local Features for Image-Based 3D Reconstruction

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Group-Group Loss-Based Global-Regional Feature Learning for Vehicle Re-Identification

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Deep Local Feature Descriptor Learning With Dual Hard Batch Construction

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Multi-Relation Attention Network for Image Patch Matching

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Local Semantic Correlation Modeling Over Graph Neural Networks for Deep Feature Embedding and Image Retrieval

inferred← citeshttps://doi.org/10.1109/tip.2023.3281171openalex-snapshot

Image Patch-Matching With Graph-Based Learning in Street Scenes

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Feature Interaction Learning Network for Cross-Spectral Image Patch Matching

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RobustMat: Neural Diffusion for Street Landmark Patch Matching Under Challenging Environments

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Bi-Level Implicit Semantic Data Augmentation for Vehicle Re-Identification

inferred← citeshttps://doi.org/10.1109/tmi.2022.3199032openalex-snapshot

Multimodal Triplet Attention Network for Brain Disease Diagnosis

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Learning Descriptors With Cube Loss for View-Based 3-D Object Retrieval

inferred← citeshttps://doi.org/10.1109/tmm.2020.2972830openalex-snapshot

Reasoning on the Relation: Enhancing Visual Representation for Visual Question Answering and Cross-Modal Retrieval

inferred← citeshttps://doi.org/10.1109/tmm.2020.3007330openalex-snapshot

Context-Dependent Propagating-Based Video Recommendation in Multimodal Heterogeneous Information Networks

inferred← citeshttps://doi.org/10.1109/tnano.2025.3552233openalex-snapshot

Adaptive Separately Constrained Triplet Loss (A-SCTL) for High-Performance Triplet Networks

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Element-Wise Feature Relation Learning Network for Cross-Spectral Image Patch Matching

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Nearest Neighbor-Based Strategy to Optimize Multi-View Triplet Network for Classification of Small-Sample Medical Imaging Data

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A Concurrent Multiscale Detector for End-to-End Image Matching

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Graph-Based Contrastive Learning for Description and Detection of Local Features

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An Unsupervised Embedding Learning Feature Representation Scheme for Network Big Data Analysis

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A Novel Model to Generate Heterogeneous and Realistic Time-Series Data for Post-Stroke Rehabilitation Assessment

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Unsupervised Deep Learning of Compact Binary Descriptors

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Robust RGB-D Face Recognition Using Attribute-Aware Loss

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A Differential Approach for Gaze Estimation

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A Survey on Deep Learning Techniques for Stereo-Based Depth Estimation

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Self-Supervised Latent Space Optimization With Nebula Variational Coding

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Contrastive Bayesian Analysis for Deep Metric Learning

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Design of Anti-Plagiarism Mechanisms in Decentralized Federated Learning

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A Collaborative and Sustainable Edge-Cloud Architecture for Object Tracking with Convolutional Siamese Networks

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NCC-Net: Normalized Cross Correlation Based Deep Matcher with Robustness to Illumination Variations

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Identifying Recurring Patterns with Deep Neural Networks for Natural Image Denoising

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SketchZooms: Deep Multi‐view Descriptors for Matching Line Drawings

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

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Dynamic attention-based detector and descriptor with effective and derivable loss for image matching

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Deep convolutional recurrent neural network with transfer learning for hyperspectral image classification

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Learning Social Image Embedding with Deep Multimodal Attention Networks

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A Deep Quadruplet Network for Local Descriptor Learning

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Estimating and abstracting the 3D structure of bones using neural networks on X-ray (2D) images

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Gradually focused fine-grained sketch-based image retrieval

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Improving Slice-Based Model for Person Re-ID with Multi-Level Representation and Triplet-Center Loss

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LCD: Learned Cross-Domain Descriptors for 2D-3D Matching

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Multi-level Distance Regularization for Deep Metric Learning

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Improving Answer Selection and Answer Triggering using Hard Negatives

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Deep Similarity Learning for Soccer Team Ranking

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Visual Simultaneous Localisation and Mapping Methodologies

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H-Net: Neural Network for Cross-domain Image Patch Matching

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Developing a Graph Convolution-Based Analysis Pipeline for Multi-Modal Neuroimage Data: An Application to Parkinson's Disease

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Proceedings of the 18th Python in Science Conference

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Deep learning based network similarity for model selection

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Anomaly Detection of CAN Bus Messages Using a Deep Neural Network for Autonomous Vehicles

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High-Resolution Remote Sensing Image Segmentation Framework Based on Attention Mechanism and Adaptive Weighting

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Multi-View Instance Matching with Learned Geometric Soft-Constraints

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Efficient Discrimination and Localization of Multimodal Remote Sensing Images Using CNN-Based Prediction of Localization Uncertainty

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Estimating Next Day’s Forest Fire Risk via a Complete Machine Learning Methodology

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