Patch Matching on VIS-NIR (test)
39.44Field Match RateSIFT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SIFTDescriptor Category=Handcrafted2021.03 | 39.44 | 11.39 | 10.13 | 28.63 | 19.69 | 31.14 | 10.85 | 40.33 | 23.95 | |
| SIFTType=Traditional2026.01 | 39.44 | 11.39 | 10.13 | 28.63 | 19.69 | 31.14 | 10.85 | 40.33 | 23.95 | |
| GISIFTType=Traditional2026.01 | 34.75 | 16.63 | 10.63 | 19.52 | 12.54 | 21.8 | 7.21 | 25.78 | 18.6 | |
| MI-SIFTDescriptor Category=Handcrafted2021.03 | 34.01 | 22.75 | 12.77 | 22.05 | 15.99 | 25.24 | 17.44 | 32.33 | 24.42 | |
| TS-NetDescriptor Category=Learning-based2021.03 | 25.45 | 31.44 | 33.96 | 21.46 | 22.82 | 21.09 | 21.9 | 21.02 | 24.89 | |
| PN-NetDescriptor Category=Learning-based2021.03 | 20.09 | 3.27 | 6.36 | 11.53 | 5.19 | 5.62 | 3.31 | 10.72 | 8.26 | |
| Pseudo SiameseDescriptor Category=Learning-based2021.03 | 17.01 | 9.82 | 11.17 | 11.86 | 6.75 | 8.25 | 5.65 | 12.04 | 10.32 | |
| Q-NetDescriptor Category=Learning-based2021.03 | 17.01 | 2.7 | 6.16 | 9.61 | 4.61 | 3.99 | 2.83 | 8.44 | 6.86 | |
| Q-NetType=Descriptor learning2026.01 | 17.01 | 2.7 | 6.16 | 9.61 | 4.61 | 3.99 | 2.83 | 8.44 | 6.86 | |
| L2-NetDescriptor Category=Learning-based2021.03 | 16.77 | 0.76 | 2.07 | 5.98 | 1.89 | 2.83 | 0.62 | 11.11 | 5.25 | |
| L2-NetType=Descriptor learning2026.01 | 16.67 | 0.76 | 2.07 | 5.98 | 1.89 | 2.83 | 0.62 | 11.11 | 5.25 | |
| LGHDDescriptor Category=Handcrafted2021.03 | 16.52 | 3.78 | 7.91 | 10.66 | 7.91 | 6.55 | 7.21 | 12.76 | 9.16 | |
| LGHDType=Traditional2026.01 | 16.52 | 3.78 | 7.91 | 10.66 | 7.91 | 6.55 | 7.21 | 12.76 | 9.16 | |
| SiameseDescriptor Category=Learning-based2021.03 | 15.79 | 10.76 | 11.6 | 11.15 | 5.27 | 7.51 | 4.6 | 10.21 | 9.61 | |
| HardNetDescriptor Category=Learning-based2021.03 | 10.89 | 0.22 | 1.87 | 3.09 | 1.32 | 1.3 | 1.19 | 2.54 | 2.8 | |
| 2-ChannelDescriptor Category=Learning-based2021.03 | 9.96 | 0.12 | 4.4 | 8.89 | 2.3 | 2.18 | 1.58 | 6.4 | 4.47 | |
| SCFDMDescriptor Category=Learning-based2021.03 | 7.91 | 0.87 | 3.93 | 5.07 | 2.27 | 2.22 | 0.85 | 4.75 | 3.48 | |
| SOSNetType=Descriptor learning2026.01 | 5.94 | 0.13 | 1.53 | 2.45 | 0.99 | 2.04 | 0.78 | 1.9 | 1.97 | |
| HardNetType=Descriptor learning2026.01 | 5.61 | 0.15 | 1.5 | 3.14 | 1.1 | 1.93 | 0.69 | 2.29 | 2.05 | |
| Exp-TLossDescriptor Category=Learning-based2021.03 | 5.55 | 0.24 | 2.3 | 1.51 | 1.45 | 2.15 | 1.44 | 1.95 | 2.07 | |
| Exp-TLossType=Descriptor learning2026.01 | 5.55 | 0.24 | 2.3 | 1.51 | 1.45 | 2.15 | 1.44 | 1.95 | 2.07 | |
| HyNetType=Descriptor learning2026.01 | 4.5 | 0.07 | 1.09 | 1.8 | 0.83 | 0.52 | 0.53 | 1.91 | 1.41 | |
| D-Hybrid-CLDescriptor Category=Learning-based2021.03 | 4.4 | 0.2 | 2.48 | 1.5 | 1.19 | 1.93 | 0.78 | 1.56 | 1.7 | |
| D-Hybrid-CLType=Descriptor learning2026.01 | 4.4 | 0.2 | 2.48 | 1.5 | 1.19 | 1.93 | 0.78 | 1.56 | 1.7 | |
| Multiscale Transformer-EncoderDescriptor Category=Learning-based2021.03 | 4.22 | 0.13 | 1.48 | 1.03 | 1.06 | 1.03 | 0.9 | 1.9 | 1.44 | |
| Transformer-EncoderType=Descriptor learning2026.01 | 4.22 | 0.13 | 1.48 | 1.03 | 1.06 | 1.03 | 0.9 | 1.9 | 1.44 | |
| Hyp-NetType=Descriptor learning2026.01 | 3.97 | 0.13 | 0.83 | 0.76 | 0.74 | 0.53 | 0.39 | 1.51 | 1.11 |