SOTAVerified

Graph Matching

Graph Matching is the problem of finding correspondences between two sets of vertices while preserving complex relational information among them. Since the graph structure has a strong capacity to represent objects and robustness to severe deformation and outliers, it is frequently adopted to formulate various correspondence problems in the field of computer vision. Theoretically, the Graph Matching problem can be solved by exhaustively searching the entire solution space. However, this approach is infeasible in practice because the solution space expands exponentially as the size of input data increases. For that reason, previous studies have attempted to solve the problem by using various approximation techniques.

Source: Consistent Multiple Graph Matching with Multi-layer Random Walks Synchronization

Papers

Showing 51100 of 477 papers

TitleStatusHype
bbw: Matching CSV to Wikidata via Meta-lookupCode1
LayoutGMN: Neural Graph Matching for Structural Layout SimilarityCode1
Bilateral Cross-Modality Graph Matching Attention for Feature Fusion in Visual Question AnsweringCode1
Learnable Graph Matching: A Practical Paradigm for Data AssociationCode1
A Deep Local and Global Scene-Graph Matching for Image-Text RetrievalCode1
Learning Cross-modal Context Graph for Visual GroundingCode1
CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning ApproachesCode1
Learning Feature Recovery Transformer for Occluded Person Re-identificationCode1
Deep Graph Matching via Blackbox Differentiation of Combinatorial SolversCode1
Multilevel Graph Matching Networks for Deep Graph Similarity LearningCode1
AMR Similarity Metrics from PrinciplesCode1
Loop Closure Detection Based on Object-level Spatial Layout and Semantic ConsistencyCode1
Multiscale Dynamic Graph Representation for Biometric Recognition with OcclusionsCode1
PharmacoNet: Accelerating Large-Scale Virtual Screening by Deep Pharmacophore ModelingCode1
Deep Graph Matching under Quadratic ConstraintCode1
MolGAN: An implicit generative model for small molecular graphsCode1
Deep Graph Matching via Blackbox Differentiation of Combinatorial SolversCode1
Densely Constrained Depth Estimator for Monocular 3D Object DetectionCode1
Sequential End-to-end Network for Efficient Person SearchCode1
High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-IdentificationCode1
DNTextSpotter: Arbitrary-Shaped Scene Text Spotting via Improved Denoising TrainingCode1
Pose-guided Visible Part Matching for Occluded Person ReIDCode1
Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization RegimeCode1
Do Vision and Language Encoders Represent the World Similarly?Code1
Robust Point Cloud Registration Framework Based on Deep Graph Matching(TPAMI Version)Code1
DSLib: An open source library for the dominant set clustering methodCode1
Appearance and Structure Aware Robust Deep Visual Graph Matching: Attack, Defense and BeyondCode1
Dynamic Graph Representation for Partially Occluded BiometricsCode1
FLOT: Scene Flow on Point Clouds Guided by Optimal TransportCode1
Clustering-based Image-Text Graph Matching for Domain GeneralizationCode0
Learning without Isolation: Pathway Protection for Continual LearningCode0
Alternating Direction Graph MatchingCode0
Learning Latent Partial Matchings with Gumbel-IPF NetworksCode0
Learning Scene-Pedestrian Graph for End to end Person SearchCode0
MAGIC: Mining an Augmented Graph using INK, starting from a CSVCode0
Layered Neighborhood Expansion for Incremental Multiple Graph MatchingCode0
Learning Combinatorial Embedding Networks for Deep Graph MatchingCode0
KerGM: Kernelized Graph MatchingCode0
Joint Graph Learning and Matching for Semantic Feature CorrespondenceCode0
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
IsoNN: Isomorphic Neural Network for Graph Representation Learning and ClassificationCode0
3D Path Planning from a Single 2D Fluoroscopic Image for Robot Assisted Fenestrated Endovascular Aortic RepairCode0
Hypergraph Neural Networks for Hypergraph MatchingCode0
Latent Fingerprint Recognition: Role of Texture TemplateCode0
Learning Constrained Structured Spaces with Application to Multi-Graph MatchingCode0
Cross-modal registration using point clouds and graph-matching in the context of correlative microscopiesCode0
Automatic Semantic Modeling for Structural Data Source with the Prior Knowledge from Knowledge BaseCode0
Cross-lingual Knowledge Graph Alignment via Graph Matching Neural NetworkCode0
Adaptive Edge Attention for Graph Matching with OutliersCode0
Graph Matching via convex relaxation to the simplexCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GMT-BBGMmatching accuracy0.84Unverified
2GMTRmatching accuracy0.84Unverified
3COMMONmatching accuracy0.83Unverified
4GCANmatching accuracy0.82Unverified
5URLmatching accuracy0.82Unverified
6CREAMmatching accuracy0.81Unverified
7ASAR-GMmatching accuracy0.81Unverified
8GAMnetmatching accuracy0.81Unverified
9NHGM-v2matching accuracy0.8Unverified
10EAGMmatching accuracy0.71Unverified
#ModelMetricClaimedVerifiedStatus
1COMMONmatching accuracy0.99Unverified
2GANN-MGMmatching accuracy0.99Unverified
3URLmatching accuracy0.99Unverified
4CREAMmatching accuracy0.99Unverified
5Direct-MGMmatching accuracy0.99Unverified
6GMT-BBGMmatching accuracy0.98Unverified
7Direct-2HGMmatching accuracy0.98Unverified
8qc-DGM2matching accuracy0.98Unverified
9NGM-v2matching accuracy0.98Unverified
10BBGMmatching accuracy0.97Unverified
#ModelMetricClaimedVerifiedStatus
1CREAMmatching accuracy0.85Unverified
2COMMONmatching accuracy0.85Unverified
3GMTRmatching accuracy0.83Unverified
4GMT-BBGMmatching accuracy0.83Unverified
5BBGMmatching accuracy0.82Unverified
6GCANmatching accuracy0.82Unverified
7NGM-v2matching accuracy0.81Unverified
8NGMmatching accuracy0.69Unverified
#ModelMetricClaimedVerifiedStatus
1GCAN-AFAT-UF1 score0.72Unverified
2GCAN-AFAT-IF1 score0.71Unverified
3NGMv2-AFAT-UF1 score0.7Unverified
4NGMv2-AFAT-IF1 score0.7Unverified
5NGMv2F1 score0.68Unverified
6PCA-GMF1 score0.58Unverified
#ModelMetricClaimedVerifiedStatus
1GCAN-AFAT-IF1 score0.73Unverified
2NGMv2-AFAT-IF1 score0.73Unverified
3NGMv2-AFAT-UF1 score0.72Unverified
4GCAN-AFAT-UF1 score0.71Unverified
5NGMv2F1 score0.7Unverified
6PCA-GMF1 score0.63Unverified
#ModelMetricClaimedVerifiedStatus
1SmatchSpearman Correlation96.57Unverified
2RematchSpearman Correlation95.32Unverified
3SemBleuSpearman Correlation94.83Unverified
4S2matchSpearman Correlation94.11Unverified
5WLKSpearman Correlation90.39Unverified
#ModelMetricClaimedVerifiedStatus
1URLF1 score0.95Unverified
2GUMBEL-IPFF1 score0.84Unverified
3IPCA-GMF1 score0.83Unverified
4GANN-MGMF1 score0.83Unverified