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
LIC-GAN: Language Information Conditioned Graph Generative GAN Model0
Lightweight Object-level Topological Semantic Mapping and Long-term Global Localization based on Graph Matching0
M3C: A Framework towards Convergent, Flexible, and Unsupervised Learning of Mixture Graph Matching and Clustering0
Mapping Tractography Across Subjects0
Matched Filters for Noisy Induced Subgraph Detection0
Matching Disparate Image Pairs Using Shape-Aware ConvNets0
Matching with Transformers in MELT0
Maximum Likelihood Estimation and Graph Matching in Errorfully Observed Networks0
Maximum Margin Multi-Label Structured Prediction0
Mining And-Or Graphs for Graph Matching and Object Discovery0
Modeling Collaborative Referring for Situated Referential Grounding0
Motion-Appearance Interactive Encoding for Object Segmentation in Unconstrained Videos0
Motion Estimation for Large Displacements and Deformations0
Multi-graph Graph Matching for Coronary Artery Semantic Labeling0
Multi-level Graph Matching Networks for Deep and Robust Graph Similarity Learning0
Multimodal Alignment of Histopathological Images Using Cell Segmentation and Point Set Matching for Integrative Cancer Analysis0
Multi-Modal Relational Graph for Cross-Modal Video Moment Retrieval0
Multi Player Tracking in Ice Hockey with Homographic Projections0
Multi-Region Probabilistic Dice Similarity Coefficient using the Aitchison Distance and Bipartite Graph Matching0
Multi-Robot Active Mapping via Neural Bipartite Graph Matching0
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations0
(Nearly) Efficient Algorithms for the Graph Matching Problem on Correlated Random Graphs0
Network Interdiction Goes Neural0
Network two-sample test for block models0
Neural Graph Matching for Modification Similarity Applied to Electronic Document Comparison0
Neural Graph Matching for Video Retrieval in Large-Scale Video-driven E-commerce0
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning0
Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching0
Neural Graph Matching Networks for Chinese Short Text Matching0
Neural Graph Matching Networks for Fewshot 3D Action Recognition0
Occluded Person Re-Identification With Single-Scale Global Representations0
OLaLa: Ontology Matching with Large Language Models0
One-shot Key Information Extraction from Document with Deep Partial Graph Matching0
On the Consistency of the Likelihood Maximization Vertex Nomination Scheme: Bridging the Gap Between Maximum Likelihood Estimation and Graph Matching0
Analysis of a Canonical Labeling Algorithm for the Alignment of Correlated Erdős-Rényi Graphs0
Open-Set Semantic Uncertainty Aware Metric-Semantic Graph Matching0
Learning Partial Graph Matching via Optimal Partial Transport0
Optimal Transport-based Graph Matching for 3D retinal OCT image registration0
PA-GM: Position-Aware Learning of Embedding Networks for Deep Graph Matching0
Pairwise Point Cloud Registration using Graph Matching and Rotation-invariant Features0
Parallel and Successive Resource Allocation for V2V Communications in Overlapping Clusters0
Partial Gromov-Wasserstein Learning for Partial Graph Matching0
PATS: Patch Area Transportation with Subdivision for Local Feature Matching0
Planogram Compliance Checking Based on Detection of Recurring Patterns0
Graph Matching Optimization Network for Point Cloud Registration0
Poster Abstract: Hierarchical Subchannel Allocation for Mode-3 Vehicle-to-Vehicle Sidelink Communications0
Principled Graph Matching Algorithms for Integrating Multiple Data Sources0
Layered Neighborhood Expansion for Incremental Multiple Graph MatchingCode0
Latent Fingerprint Recognition: Role of Texture TemplateCode0
A Functional Representation for Graph MatchingCode0
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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