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 251300 of 477 papers

TitleStatusHype
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
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
PRISM: Person Re-Identification via Structured Matching0
Probabilistic Analogical Mapping with Semantic Relation Networks0
Probabilistic Labeling for Efficient Referential Grounding based on Collaborative Discourse0
Probabilistic Permutation Synchronization using the Riemannian Structure of the Birkhoff Polytope0
Product Graph-based Higher Order Contextual Similarities for Inexact Subgraph Matching0
Proxy Graph Matching with Proximal Matching Networks0
Q-FW: A Hybrid Classical-Quantum Frank-Wolfe for Quadratic Binary Optimization0
QuAnt: Quantum Annealing with Learnt Couplings0
Quick and Reliable Document Alignment via TF/IDF-weighted Cosine Distance0
Radar-only ego-motion estimation in difficult settings via graph matching0
Perfect Recovery for Random Geometric Graph Matching with Shallow Graph Neural Networks0
Random graph matching at Otter's threshold via counting chandeliers0
Random Graph Matching in Geometric Models: the Case of Complete Graphs0
Random Graph Matching with Improved Noise Robustness0
Ranking with Features: Algorithm and A Graph Theoretic Analysis0
Recognition of facial expressions based on salient geometric features and support vector machines0
Relational Matching for Weakly Semi-Supervised Oriented Object Detection0
Results of SemTab 20210
Results of SemTab 20220
Riemannian Functional Map Synchronization for Probabilistic Partial Correspondence in Shape Networks0
Robust and Efficient Graph Correspondence Transfer for Person Re-identification0
Robust detection of overlapping bioacoustic sound events0
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching0
Robust random graph matching in Gaussian models via vector approximate message passing0
Sample Complexity of Nonparametric Semi-Supervised Learning0
SAT-Based Algorithms for Regular Graph Pattern Matching0
Scene Graph based Image Retrieval -- A case study on the CLEVR Dataset0
Seeded Graph Matching0
Seeded graph matching for the correlated Gaussian Wigner model via the projected power method0
Seeded Graph Matching Via Joint Optimization of Fidelity and Commensurability0
Seeded Graph Matching via Large Neighborhood Statistics0
SEGMN: A Structure-Enhanced Graph Matching Network for Graph Similarity Learning0
Self-Supervised Learning of Object Segmentation from Unlabeled RGB-D Videos0
Semantic Sentence Matching via Interacting Syntax Graphs0
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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