Classification on EuroSAT (accuracy metric)
84.6AccuracyDP-LoRA LDM
Evaluation Results
| Method | Links | |
|---|---|---|
| DP-LoRA LDMSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 84.6 | |
| DC-AE f32c32Setting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 80.68 | |
| TAESDSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 76.27 | |
| TerraMindv1-BInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.04 | 70.83 | |
| CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.9 | |
| SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 69.7 | |
| GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.2 | |
| CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 68.8 | |
| SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 68.5 | |
| GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 64.3 | |
| CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 63.3 | |
| Prithvi 2.0 300MInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.04 | 61.06 | |
| MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 60.8 | |
| Prithvi 1.0 100MInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.04 | 60.11 | |
| MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 59.4 | |
| CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 59.2 | |
| CLIP-ViT-B/16Input=S-2 RGB, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.04 | 57 | |
| MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 55.4 | |
| SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 55 | |
| SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.06 | 54.5 | |
| MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 54 | |
| MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.06 | 53.4 | |
| GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 52.8 | |
| SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.06 | 52.8 | |
| CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 52.5 | |
| CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.06 | 51.4 | |
| DeCURInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.04 | 50.54 | |
| MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 50.1 | |
| SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 49.3 | |
| SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.06 | 49.2 | |
| MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.06 | 49.1 | |
| DP-KernelSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 47.9 | |
| GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.06 | 47.6 | |
| LSA+OnZetaBackbone=ViT-B/162026.06 | 46.18 | |
| RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 45.8 | |
| LSABackbone=ViT-B/162026.06 | 45.64 | |
| MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 44.9 | |
| SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.06 | 43.3 | |
| RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.06 | 42.9 | |
| SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 41.7 | |
| CLIP baselineBackbone=ViT-B/162026.06 | 41.38 | |
| LSA+OnZetaBackbone=ResNet-502026.06 | 41.1 | |
| OnZetaBackbone=ViT-B/162026.06 | 40.32 | |
| LSABackbone=ResNet-502026.06 | 40.3 | |
| FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 40.18 | |
| FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 39.93 | |
| DP-NTKSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 38.6 | |
| SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 38.5 | |
| RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 38 | |
| SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.05 | 34.7 | |
| RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.06 | 34.5 | |
| DP-MERFSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 33.7 | |
| TPTBackbone=ViT-B/162026.06 | 33.6 | |
| SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.05 | 32.84 | |
| CLIP baselineBackbone=ResNet-502026.06 | 31.6 | |
| DP-LoRA LDMSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 31.56 | |
| OnZetaBackbone=ResNet-502026.06 | 29.94 | |
| TPTBackbone=ResNet-502026.06 | 28.83 | |
| TPTBackbone=ResNet50, Optim.=true2026.07 | 28.43 | |
| DP-KernelSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 28.35 | |
| C-TPTBackbone=ResNet50, Optim.=true2026.07 | 27.22 | |
| RLCFBackbone=ResNet50, Optim.=true2026.07 | 26.73 | |
| RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 26.1 | |
| CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 26 | |
| USEBackbone=ResNet50, Optim.=true2026.07 | 25.65 | |
| TPSBackbone=ResNet50, Optim.=true2026.07 | 24.48 | |
| CLIPBackbone=ResNet50, Optim.=false2026.07 | 23.65 | |
| SEBackbone=ResNet50, Optim.=false2026.07 | 23.65 | |
| RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.06 | 23.2 | |
| DP-MERFSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 22.41 | |
| MTABackbone=ResNet50, Optim.=false2026.07 | 22.39 | |
| STSBackbone=ResNet50, Optim.=true2026.07 | 22.12 | |
| ZEROBackbone=ResNet50, Optim.=false2026.07 | 21.88 | |
| R-TPTBackbone=ResNet50, Optim.=true2026.07 | 21.27 | |
| DP-NTKSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.07 | 19.83 |