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
Sequential End-to-end Network for Efficient Person SearchCode1
Deep Graph Matching under Quadratic ConstraintCode1
Robust Point Cloud Registration Framework Based on Deep Graph MatchingCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
LayoutGMN: Neural Graph Matching for Structural Layout SimilarityCode1
VLG-Net: Video-Language Graph Matching Network for Video GroundingCode1
Semantic Histogram Based Graph Matching for Real-Time Multi-Robot Global Localization in Large Scale EnvironmentCode1
DSLib: An open source library for the dominant set clustering methodCode1
Semantic Graph Based Place Recognition for 3D Point CloudsCode1
Deep Graph Matching via Blackbox Differentiation of Combinatorial SolversCode1
FLOT: Scene Flow on Point Clouds Guided by Optimal TransportCode1
Multilevel Graph Matching Networks for Deep Graph Similarity LearningCode1
Graph Optimal Transport for Cross-Domain AlignmentCode1
Pose-guided Visible Part Matching for Occluded Person ReIDCode1
Zero-Assignment Constraint for Graph Matching with OutliersCode1
Deep Graph Matching via Blackbox Differentiation of Combinatorial SolversCode1
High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-IdentificationCode1
Learning Cross-modal Context Graph for Visual GroundingCode1
Graph Neural Distance Metric Learning with Graph-BertCode1
AMR Similarity Metrics from PrinciplesCode1
Deep Graph Matching ConsensusCode1
Dynamic Graph Representation for Partially Occluded BiometricsCode1
Learning Cross-modal Context Graph for Visual GroundingCode1
Cross-modal Scene Graph Matching for Relationship-aware Image-Text RetrievalCode1
SemBleu: A Robust Metric for AMR Parsing EvaluationCode1
Gromov-Wasserstein Learning for Graph Matching and Node EmbeddingCode1
MAP inference via Block-Coordinate Frank-Wolfe AlgorithmCode1
MolGAN: An implicit generative model for small molecular graphsCode1
graph2vec: Learning Distributed Representations of GraphsCode1
Probing Neural Topology of Large Language ModelsCode0
PackHero: A Scalable Graph-based Approach for Efficient Packer IdentificationCode0
Learning without Isolation: Pathway Protection for Continual LearningCode0
Improving Chemical Understanding of LLMs via SMILES Parsing0
Cross-modal Knowledge Transfer Learning as Graph Matching Based on Optimal Transport for ASR0
Tempo: Application-aware LLM Serving with Mixed SLO Requirements0
Graph Network Modeling Techniques for Visualizing Human Mobility Patterns0
Bridge the Gap Between Visual and Linguistic Comprehension for Generalized Zero-shot Semantic Segmentation0
DiffGED: Computing Graph Edit Distance via Diffusion-based Graph Matching0
UniGoal: Towards Universal Zero-shot Goal-oriented Navigation0
HeGMN: Heterogeneous Graph Matching Network for Learning Graph SimilarityCode0
Fully Unsupervised Annotation of C. Elegans0
Robust detection of overlapping bioacoustic sound events0
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning0
Complex Ontology Matching with Large Language Model Embeddings0
Exact Matching in Correlated Networks with Node Attributes for Improved Community Recovery0
Towards Optimizing Large-Scale Multi-Graph Matching in Bioimaging0
Robust random graph matching in Gaussian models via vector approximate message passing0
From communities to interpretable network and word embedding: an unified approach0
Efficient Graph Matching for Correlated Stochastic Block Models0
Harnessing Multiple Correlated Networks for Exact Community Recovery0
Show:102550
← PrevPage 2 of 10Next →

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