Metric: matching accuracy (higher is better)
| # | Model↕ | matching accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | COMMON | 0.991 | No | Graph Matching with Bi-level Noisy Correspondence | 2022-12-08 | Code |
| 2 | GANN-MGM | 0.9906 | No | - | - | Code |
| 3 | URL | 0.989 | No | Universe Points Representation Learning for Part... | 2022-12-01 | - |
| 4 | CREAM | 0.988 | No | - | - | Code |
| 5 | Direct-MGM | 0.987 | No | - | - | Code |
| 6 | GMT-BBGM | 0.9813 | No | GMTR: Graph Matching Transformers | 2023-11-14 | Code |
| 7 | Direct-2HGM | 0.981 | No | - | - | Code |
| 8 | qc-DGM2 | 0.977 | No | Deep Graph Matching under Quadratic Constraint | 2021-03-11 | Code |
| 9 | NGM-v2 | 0.9754 | No | Neural Graph Matching Network: Learning Lawler's... | 2019-11-26 | Code |
| 10 | BBGM | 0.9718 | No | Deep Graph Matching via Blackbox Differentiation... | 2020-03-25 | Code |
| 11 | GCAN | 0.97 | No | - | - | Code |
| 12 | HNN-HM | 0.968 | No | - | - | Code |
| 13 | GAMnet | 0.9662 | No | - | - | - |
| 14 | EAGM | 0.965 | No | - | - | Code |
| 15 | qc-DGM1 | 0.96 | No | Deep Graph Matching under Quadratic Constraint | 2021-03-11 | Code |
| 16 | GLMNet | 0.924 | No | GLMNet: Graph Learning-Matching Networks for Fea... | 2019-11-18 | - |
| 17 | IPCA-GM | 0.9006 | No | - | - | Code |
| 18 | NGM | 0.853 | No | Neural Graph Matching Network: Learning Lawler's... | 2019-11-26 | Code |
| 19 | GMN | 0.7934 | No | - | - | - |