Image Classification on RSSCN7 (Comprehensive Metrics)
94.46AccuracyProposed
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ProposedTotal parameters=495.5 M, Trainable Parameters=8.1 M, Training Epoch=802026.03 | 94.46 | 94.61 | 94.46 | 94.48 | 92.13 | 4 | 93.55 | |
| Swin TransformerTotal parameters=195.95 M, Trainable Parameters=0.95 M, Training Epoch=1002026.03 | 91.79 | — | — | — | — | — | — | |
| DeiTTotal parameters=86.65 M, Trainable Parameters=0.56 M, Training Epoch=1002026.03 | 91.07 | — | — | — | — | — | — | |
| ViT BaseTotal parameters=86.36 M, Trainable Parameters=0.95 M, Training Epoch=1002026.03 | 89.11 | — | — | — | — | — | — | |
| Inception-ResnetV2Total parameters=54.9 M, Trainable Parameters=0.56 M, Training Epoch=1002026.03 | 88.57 | — | — | — | — | — | — | |
| XceptionTotal parameters=22.62 M, Trainable Parameters=0.57 M, Training Epoch=1002026.03 | 87.32 | — | — | — | — | — | — | |
| P2FEViTTotal parameters=5.63 M, Trainable Parameters=1.58 M, Training Epoch=1002026.03 | 84.11 | — | — | — | — | — | — | |
| XCiTTotal parameters=84 M, Trainable Parameters=0.56 M, Training Epoch=1002026.03 | 80.89 | — | — | — | — | — | — | |
| SigLIPTotal parameters=400 M, Trainable Parameters=0, Training Epoch=02026.03 | 59.64 | — | — | — | — | — | — | |
| CLIP - ViT-L/14Total parameters=891 M, Trainable Parameters=0, Training Epoch=02026.03 | 58.75 | — | — | — | — | — | — | |
| CLIP - ResNet50Total parameters=244 M, Trainable Parameters=0, Training Epoch=02026.03 | 49.82 | — | — | — | — | — | — |