paper-with-me

Graph Matching 벤치마크

Graph Matching on Willow Object Class

23개 결과 · ⬇ CSV · JSON

matching accuracy

0.7934 0.8428 0.8922 0.9416 0.991 2018-06 2026-09 GMN — 0.7934 (2018-06-01) GLMNet — 0.924 (2019-11-18) NGM-v2 — 0.9754 (2019-11-26) NGM — 0.853 (2019-11-26) BBGM — 0.9718 (2020-03-25) IPCA-GM — 0.9006 (2020-06-29) GANN-MGM — 0.9906 (2020-12-01) HNN-HM — 0.968 (2021-01-01) qc-DGM2 — 0.977 (2021-03-11) qc-DGM1 — 0.96 (2021-03-11) EAGM — 0.965 (2021-08-19) GAMnet — 0.9662 (2021-10-17) GCAN — 0.97 (2022-01-01) Direct-MGM — 0.987 (2022-05-03) Direct-2HGM — 0.981 (2022-05-03) URL — 0.989 (2022-12-01) COMMON — 0.991 (2022-12-08) GMT-BBGM — 0.9813 (2023-11-14) CREAM — 0.988 (2024-03-25) GMN — 0.7934 (2018-06-01) GLMNet — 0.924 (2019-11-18) NGM-v2 — 0.9754 (2019-11-26) GANN-MGM — 0.9906 (2020-12-01) COMMON — 0.991 (2022-12-08)
RankModel matching accuracyF1 score PaperCodeYear
1 COMMON 0.9910 Graph Matching with Bi-level Noisy Correspondence Thinklab-SJTU/ThinkMatch · Lin-Yijie/Graph-Matching-Networks · xlearning-scu/2023-iccv-common 2022
2 GANN-MGM 0.9906 Graduated Assignment for Joint Multi-Graph Matching and Clustering with Application to Unsupervised Graph Matching Network Learning Thinklab-SJTU/ThinkMatch 2020
3 URL 0.989 Universe Points Representation Learning for Partial Multi-Graph Matching 2022
4 CREAM 0.988 Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining XLearning-SCU/2024-TIP-CREAM 2024
5 Direct-MGM 0.987 Learning Constrained Structured Spaces with Application to Multi-Graph Matching HeddaCohenIndelman/Learning-Constrained-Structured-Spaces-with-Application-to-Multi-Graph-Matching 2022
6 GMT-BBGM 0.9813 GMTR: Graph Matching Transformers jp-guo/gm-transformer 2023
7 Direct-2HGM 0.981 Learning Constrained Structured Spaces with Application to Multi-Graph Matching HeddaCohenIndelman/Learning-Constrained-Structured-Spaces-with-Application-to-Multi-Graph-Matching 2022
8 qc-DGM2 0.977 Deep Graph Matching under Quadratic Constraint Zerg-Overmind/QC-DGM 2021
9 NGM-v2 0.9754 Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching Thinklab-SJTU/ThinkMatch 2019
10 BBGM 0.9718 Deep Graph Matching via Blackbox Differentiation of Combinatorial Solvers Thinklab-SJTU/ThinkMatch · martius-lab/blackbox-backprop · martius-lab/blackbox-deep-graph-matching · +2 2020
11 GCAN 0.9700 Graph-Context Attention Networks for Size-Varied Deep Graph Matching zhehengjiang/gcan 2022
12 HNN-HM 0.968 Hypergraph Neural Networks for Hypergraph Matching xwliao/hnn-hm 2021
13 GAMnet 0.9662 GAMnet: Robust Feature Matching via Graph Adversarial-Matching Network 2021
14 EAGM 0.965 Adaptive Edge Attention for Graph Matching with Outliers bestwei/eagm · JingweiQu/EAGM 2021
15 qc-DGM1 0.960 Deep Graph Matching under Quadratic Constraint Zerg-Overmind/QC-DGM 2021
16 GLMNet 0.924 GLMNet: Graph Learning-Matching Networks for Feature Matching 2019
17 IPCA-GM 0.9006 Combinatorial Learning of Robust Deep Graph Matching: an Embedding based Approach. Thinklab-SJTU/ThinkMatch 2020
18 NGM 0.8530 Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching Thinklab-SJTU/ThinkMatch 2019
19 GMN 0.7934 Deep Learning of Graph Matching 2018
20 GCAN-AFAT-I 0.837 Deep Learning of Partial Graph Matching via Differentiable Top-K Thinklab-SJTU/ThinkMatch 2023
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