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 151175 of 477 papers

TitleStatusHype
An Equity-Aware Recommender System for Curating Art Exhibits Based on Locally-Constrained Graph Matching0
Activity recognition from videos with parallel hypergraph matching on GPUs0
Contactless Fingerprint Recognition Using 3D Graph Matching0
Exponential Family Graph Matching and Ranking0
Consistent polynomial-time unseeded graph matching for Lipschitz graphons0
Applying graph matching techniques to enhance reuse of plant design information0
Graph-based Proprioceptive Localization Using a Discrete Heading-Length Feature Sequence Matching Approach0
Graph Convolutions on Spectral Embeddings: Learning of Cortical Surface Data0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching0
Extreme Point Pursuit -- Part II: Further Error Bound Analysis and Applications0
Fabricated Pictures Detection with Graph Matching0
Face Identification by SIFT-based Complete Graph Topology0
ContrastAlign: Toward Robust BEV Feature Alignment via Contrastive Learning for Multi-Modal 3D Object Detection0
GLSearch: Maximum Common Subgraph Detection via Learning to Search0
Fast Key Points Detection and Matching for Tree-Structured Images0
Finding Matches in a Haystack: A Max-Pooling Strategy for Graph Matching in the Presence of Outliers0
Finding Modes by Probabilistic Hypergraphs Shifting0
Exploring Heritability of Functional Brain Networks with Inexact Graph Matching0
From communities to interpretable network and word embedding: an unified approach0
Fully Unsupervised Annotation of C. Elegans0
FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network0
A Simple Baseline for Weakly-Supervised Scene Graph Generation0
G2DA: Geometry-Guided Dual-Alignment Learning for RGB-Infrared Person Re-Identification0
GAMnet: Robust Feature Matching via Graph Adversarial-Matching Network0
Consistent Multiple Graph Matching with Multi-layer Random Walks Synchronization0
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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