Houston
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hyperspectral Image Classification | Houston | Benign Accuracy0.9953 | 30 | |
| Price Level | Houston (test) | Accuracy75.8 | 28 | |
| Busyness | Houston (test) | MAE0.136 | 28 | |
| Visit Intent | Houston (test) | F1 Score0.412 | 28 | |
| Open Hours | Houston (test) | F1 Score76.1 | 28 | |
| Noisy HSI Super-resolution | Houston | PSNR31.83 | 24 | |
| HSI Inpainting | Houston | PSNR32.42 | 24 | |
| HSI Denoising | Houston | PSNR38.5 | 24 | |
| Hyperspectral Image Classification | Houston 1.0 (test) | Overall Accuracy (OA)82.53 | 14 | |
| Hyperspectral Image Classification | Houston 10% 2013 (train) | Accuracy (Class 1)93.69 | 14 | |
| Hyperspectral Image Classification | Houston 2013 (test) | Overall Accuracy (OA)89.19 | 9 | |
| Image Classification | Houston 2013 | Parameters (M)0.17 | 8 | |
| Hyperspectral Image Classification | Houston Dataset | Accuracy (Reeds)99.12 | 8 | |
| Hyperspectral Image Classification | Houston cross-scene (Houston13 to Houston18) | Overall Accuracy (OA)78.6 | 8 | |
| Hyperspectral Unmixing | Houston | SAD (Grass)0.006 | 8 | |
| Image Classification | Houston 2013 | OA89.77 | 7 | |
| High-Spectral Image Classification | Houston (test) | OA92.62 | 5 | |
| Hyperspectral Image Fusion | Houston 48 bands (test) | PSNR38.71 | 4 | |
| Multimodal hyperspectral imaging classification | Houston 13 | OA26.51 | 3 | |
| Multimodal Remote Sensing Classification | Houston 2013 | Overall Accuracy89.19 | 2 |
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