Metric: Overall Accuracy (higher is better)
| # | Model↕ | Overall Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KANet | 99.94 | No | Dynamic 3D KAN Convolution with Adaptive Grid Op... | 2025-04-21 | Code |
| 2 | SGDSCNet | 99.9 | No | Spatial-Geometry Enhanced 3D Dynamic Snake Convo... | 2025-04-06 | Code |
| 3 | WCNet | 99.87 | No | 3D Wavelet Convolutions with Extended Receptive ... | 2025-04-15 | Code |
| 4 | EKGNet | 99.84 | No | Expert Kernel Generation Network Driven by Conte... | 2025-04-17 | Code |
| 5 | STNet | 99.77 | No | Hyperspectral Image Classification via Transform... | 2025-06-10 | Code |
| 6 | JigsawHSI | 99.74 | Yes | JigsawHSI: a network for Hyperspectral Image cla... | 2022-06-06 | Code |
| 7 | MVNet | 99.74 | No | MVNet: Hyperspectral Remote Sensing Image Classi... | 2025-07-06 | Code |
| 8 | HyLITE | 89.8 | No | Locality-Aware Hyperspectral Classification | 2023-09-04 | Code |