Hyperspectral Band Selection on Houston DFC 2013 (official)
86.24Overall Accuracy (OA)SGBR-HC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SGBR-HCNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 86.24 | 86.13 | 0.851 | |
| Dropout CAENumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 86.08 | 86.47 | 0.849 | |
| FNGBSNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 85.78 | 86.4 | 0.845 | |
| mRMRNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 85.69 | 85.56 | 0.845 | |
| Random-mNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 85.65 | 86 | 0.844 | |
| ASPS-MNNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 85.55 | 86.4 | 0.843 | |
| BS-NetsNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 85.54 | 85.72 | 0.843 | |
| All bandsNumber of bands (m)=144, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 84.94 | 84.42 | 0.836 | |
| CHBSNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 84.92 | 85.79 | 0.836 | |
| NGNMFNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 84.71 | 85.05 | 0.834 | |
| DEHFNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 84.66 | 85.24 | 0.833 | |
| S4PNumber of bands (m)=19.4±0.5, Evaluation Model=UNet-DS, Patch Size=17x17, Number of seeds=52026.06 | 82.56 | 82.18 | 0.811 |