Scene Classification on RSSCN7
94.46AccuracyProposed
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed2026.03 | 94.46 | 94.61 | 94.46 | 94.48 | |
| Visual representation cross entropy2026.03 | 94 | 95 | 93 | 93 | |
| Deep Color Fusion2026.03 | 92.9 | — | — | — | |
| Representation Learning, Resnet 50Backbone=ResNet-502026.03 | 91.52 | — | — | — | |
| VGG16Backbone=VGG162026.03 | 90.87 | — | — | — | |
| Node Entropy2026.03 | 89.39 | — | — | — | |
| Filter Pruning With attention mechanism2026.03 | 83.93 | — | — | — | |
| GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 79.7 | — | — | — | |
| GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 77.5 | — | — | — | |
| MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 74.2 | — | — | — | |
| MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 74.2 | — | — | — | |
| MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 73.5 | — | — | — | |
| CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 72.8 | — | — | — | |
| MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 72.6 | — | — | — | |
| SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 72.2 | — | — | — | |
| SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 71.7 | — | — | — | |
| RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 71.6 | — | — | — | |
| SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 71.1 | — | — | — | |
| CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 70.1 | — | — | — | |
| SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.1 | — | — | — | |
| RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 68 | — | — | — | |
| CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 67.8 | — | — | — | |
| SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 67.1 | — | — | — | |
| RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 65.7 | — | — | — |