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 351400 of 477 papers

TitleStatusHype
A Weighted Common Subgraph Matching Algorithm0
Bigraph Matching Weighted with Learnt Incentive Function for Multi-Robot Task Allocation0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport0
Binary Constraint Preserving Graph Matching0
Bipartite Graph Matching for Keyframe Summary Evaluation0
Bi-VLGM : Bi-Level Class-Severity-Aware Vision-Language Graph Matching for Text Guided Medical Image Segmentation0
Blind Graph Matching Using Graph Signals0
BoxGraph: Semantic Place Recognition and Pose Estimation from 3D LiDAR0
Bridge the Gap Between Visual and Linguistic Comprehension for Generalized Zero-shot Semantic Segmentation0
Category-level 6D Object Pose Recovery in Depth Images0
CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection0
CLIP-Clique: Graph-based Correspondence Matching Augmented by Vision Language Models for Object-based Global Localization0
Clique-Graph Matching by Preserving Global & Local Structure0
Closing the Loop: Graph Networks to Unify Semantic Objects and Visual Features for Multi-object Scenes0
Clustered Graph Matching for Label Recovery and Graph Classification0
Differentiable Combinatorial Losses through Generalized Gradients of Linear Programs0
Complex Ontology Matching with Large Language Model Embeddings0
Computing Optimal Assignments in Linear Time for Approximate Graph Matching0
Exploiting Global Camera Network Constraints for Unsupervised Video Person Re-identification0
Consistent Multiple Graph Matching with Multi-layer Random Walks Synchronization0
Consistent polynomial-time unseeded graph matching for Lipschitz graphons0
Contactless Fingerprint Recognition Using 3D Graph Matching0
ContrastAlign: Toward Robust BEV Feature Alignment via Contrastive Learning for Multi-Modal 3D Object Detection0
Contrastive General Graph Matching with Adaptive Augmentation Sampling0
Convex Joint Graph Matching and Clustering via Semidefinite Relaxations0
Convex Two-Layer Modeling with Latent Structure0
Coronary Artery Semantic Labeling using Edge Attention Graph Matching Network0
Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communities0
CPN-CORE: A Text Semantic Similarity System Infused with Opinion Knowledge0
Cross-domain Named Entity Recognition via Graph Matching0
Cross-modal Knowledge Transfer Learning as Graph Matching Based on Optimal Transport for ASR0
CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition0
Decentralized Task Allocation in Multi-Robot Systems via Bipartite Graph Matching Augmented with Fuzzy Clustering0
Decoding Molecular Graph Embeddings with Reinforcement Learning0
Deep Graph Matching and Searching for Semantic Code Retrieval0
Deep Learning of Graph Matching0
Deep Network Flow for Multi-Object Tracking0
Matching Models for Graph Retrieval0
Deep Probabilistic Graph Matching0
Deep Semantic Feature Matching0
Deep Semantic Graph Matching for Large-scale Outdoor Point Clouds Registration0
Deformable Graph Matching0
Deformable Kernel Expansion Model for Efficient Arbitrary-shaped Scene Text Detection0
Deformable Surface Tracking by Graph Matching0
DEM Registration and Error Analysis using ASCII values0
Determinant Regularization for Gradient-Efficient Graph Matching0
Differentiable Proximal Graph Matching0
Differentially Private Pre-Trained Model Fusion using Decentralized Federated Graph Matching0
DiffGED: Computing Graph Edit Distance via Diffusion-based Graph Matching0
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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