Metric: Overall Accuracy (higher is better)
| # | Model↕ | Overall Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | JigsawHSI | 100 | No | JigsawHSI: a network for Hyperspectral Image cla... | 2022-06-06 | Code |
| 2 | STNet | 100 | No | Hyperspectral Image Classification via Transform... | 2025-06-10 | Code |
| 3 | WCNet | 100 | No | 3D Wavelet Convolutions with Extended Receptive ... | 2025-04-15 | Code |
| 4 | KANet | 99.99 | No | Dynamic 3D KAN Convolution with Adaptive Grid Op... | 2025-04-21 | Code |
| 5 | SGDSCNet | 99.99 | No | Spatial-Geometry Enhanced 3D Dynamic Snake Convo... | 2025-04-06 | Code |
| 6 | MVNet | 99.98 | No | MVNet: Hyperspectral Remote Sensing Image Classi... | 2025-07-06 | Code |
| 7 | EKGNet | 99.98 | No | Expert Kernel Generation Network Driven by Conte... | 2025-04-17 | Code |
| 8 | A2S2K-ResNet | 99.85 | No | - | - | Code |
| 9 | DeepHyperX 3D CNN | 96.71 | No | Deep Learning for Classification of Hyperspectra... | 2019-04-24 | Code |
| 10 | CNN-MRF | 96.18 | No | Hyperspectral Image Classification with Markov R... | 2017-05-01 | Code |