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
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations0
Settling the Sharp Reconstruction Thresholds of Random Graph Matching0
Fusion Moves for Graph MatchingCode0
Random Graph Matching with Improved Noise Robustness0
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
AMALGAM: A Matching Approach to fairfy tabuLar data with knowledGe grAph Model0
A Simple Baseline for Weakly-Supervised Scene Graph Generation0
Hypergraph Neural Networks for Hypergraph MatchingCode0
Occluded Person Re-Identification With Single-Scale Global Representations0
Learning Latent Topology for Graph Matching0
Asynchronous Modeling: A Dual-phase Perspective for Long-Tailed Recognition0
Learning to Search for Fast Maximum Common Subgraph Detection0
Multi-level Graph Matching Networks for Deep and Robust Graph Similarity Learning0
Some Algorithms on Exact, Approximate and Error-Tolerant Graph Matching0
Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph MatchingCode2
Articulated Shape Matching Using Laplacian Eigenfunctions and Unsupervised Point Registration0
LayoutGMN: Neural Graph Matching for Structural Layout SimilarityCode1
Partial Gromov-Wasserstein Learning for Partial Graph Matching0
Cross-modal registration using point clouds and graph-matching in the context of correlative microscopiesCode0
Graduated Assignment for Joint Multi-Graph Matching and Clustering with Application to Unsupervised Graph Matching Network LearningCode0
Adversarial Attacks on Deep Graph Matching0
VLG-Net: Video-Language Graph Matching Network for Video GroundingCode1
Dominant Z-Eigenpairs of Tensor Kronecker Products are Decoupled and Applications to Higher-Order Graph Matching0
Deep Graph Matching and Searching for Semantic Code Retrieval0
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
High-Order Relation Construction and Mining for Graph Matching0
A general approach for identifying hierarchical symmetry constraints for analog circuit layout0
Semantic Graph Based Place Recognition for 3D Point CloudsCode1
Graph Edit Distance Reward: Learning to Edit Scene Graph0
Deep Graph Matching via Blackbox Differentiation of Combinatorial SolversCode1
Layered Neighborhood Expansion for Incremental Multiple Graph MatchingCode0
Epipolar-Guided Deep Object Matching for Scene Change Detection0
FLOT: Scene Flow on Point Clouds Guided by Optimal TransportCode1
GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild0
Multilevel Graph Matching Networks for Deep Graph Similarity LearningCode1
Neural Graph Matching Networks for Chinese Short Text Matching0
Combinatorial Learning of Robust Deep Graph Matching: an Embedding based Approach.Code0
Graph Optimal Transport for Cross-Domain AlignmentCode1
Learning Combinatorial Solver for Graph Matching0
Visual-Semantic Matching by Exploring High-Order Attention and Distraction0
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
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
Graph Deconvolutional Generation0
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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