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 301350 of 477 papers

TitleStatusHype
Layered Neighborhood Expansion for Incremental Multiple Graph MatchingCode0
Epipolar-Guided Deep Object Matching for Scene Change Detection0
GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild0
Neural Graph Matching Networks for Chinese Short Text Matching0
Combinatorial Learning of Robust Deep Graph Matching: an Embedding based Approach.0
Visual-Semantic Matching by Exploring High-Order Attention and Distraction0
Learning Combinatorial Solver for Graph Matching0
Determinant Regularization for Gradient-Efficient Graph Matching0
Graph-based Proprioceptive Localization Using a Discrete Heading-Length Feature Sequence Matching Approach0
Graph Partitioning and Graph Neural Network based Hierarchical Graph Matching for Graph Similarity Computation0
Graph Matching with Partially-Correct SeedsCode0
Graph Deconvolutional Generation0
GLSearch: Maximum Common Subgraph Detection via Learning to Search0
Graph matching between bipartite and unipartite networks: to collapse, or not to collapse, that is the questionCode0
Fast and Robust Comparison of Probability Measures in Heterogeneous SpacesCode0
Fabricated Pictures Detection with Graph Matching0
Learning deep graph matching with channel-independent embedding and Hungarian attention0
Spectral Graph Matching and Regularized Quadratic Relaxations: Algorithm and Theory0
Achieving Arbitrary Throughput-Fairness Trade-offs in the Inter Cell Interference Coordination with Fixed Transmit Power Problem0
Elastic registration based on compliance analysis and biomechanical graph matching0
Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching0
KerGM: Kernelized Graph MatchingCode0
GLMNet: Graph Learning-Matching Networks for Feature Matching0
R-local unlabeled sensing: A novel graph matching approach for multiview unlabeled sensing under local permutationsCode0
Scene Graph based Image Retrieval -- A case study on the CLEVR Dataset0
Differentiable Combinatorial Losses through Generalized Gradients of Linear Programs0
Heterogeneous Graph Matching Networks0
Deformable Surface Tracking by Graph Matching0
MTab: Matching Tabular Data to Knowledge Graph using Probability ModelsCode0
Hierarchical Graph Matching Networks for Deep Graph Similarity Learning0
Learning a Fixed-Length Fingerprint RepresentationCode0
Exploiting Global Camera Network Constraints for Unsupervised Video Person Re-identification0
IsoNN: Isomorphic Neural Network for Graph Representation Learning and ClassificationCode0
Spectral Graph Matching and Regularized Quadratic Relaxations I: The Gaussian Model0
Spectral Graph Matching and Regularized Quadratic Relaxations II: Erdős-Rényi Graphs and Universality0
Accurate Congenital Heart Disease Model Generation for 3D Printing0
SDRSAC: Semidefinite-Based Randomized Approach for Robust Point Cloud Registration Without CorrespondencesCode0
A Convex Relaxation for Multi-Graph Matching0
Cross-lingual Knowledge Graph Alignment via Graph Matching Neural NetworkCode0
Scalable Gromov-Wasserstein Learning for Graph Partitioning and MatchingCode0
Graph Matching Networks for Learning the Similarity of Graph Structured ObjectsCode0
Radar-only ego-motion estimation in difficult settings via graph matching0
Decoding Molecular Graph Embeddings with Reinforcement Learning0
Probabilistic Permutation Synchronization using the Riemannian Structure of the Birkhoff Polytope0
SOSNet: Second Order Similarity Regularization for Local Descriptor LearningCode0
SDRSAC: Semidefinite-Based Randomized Approach for Robust Point Cloud Registration without CorrespondencesCode0
Learning Combinatorial Embedding Networks for Deep Graph Matching0
An Upper Bound for Minimum True Matches in Graph Isomorphism with Simulated Annealing0
Visual Query Answering by Entity-Attribute Graph Matching and Reasoning0
Drug-drug interaction prediction based on co-medication patterns and 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