List your company
ResearchFormerly WizWand

Classification on EuroSAT (accuracy metric)

84.6AccuracyDP-LoRA LDM
17.239234.727152.21569.7029Apr 15, 2025Jun 28, 2025Sep 11, 2025Nov 25, 2025Feb 8, 2026Apr 24, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
DP-LoRA LDMSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0784.6
DC-AE f32c32Setting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0780.68
TAESDSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0776.27
TerraMindv1-BInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.0470.83
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0669.9
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0669.7
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0669.2
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0668.8
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0668.5
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0664.3
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0663.3
Prithvi 2.0 300MInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.0461.06
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0660.8
Prithvi 1.0 100MInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.0460.11
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0659.4
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0659.2
CLIP-ViT-B/16Input=S-2 RGB, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.0457
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0655.4
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0655
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0654.5
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0654
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0653.4
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0652.8
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0652.8
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0652.5
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0651.4
DeCURInput=S-2 L1C, Evaluation Protocol=1-shot 5-way, Number of runs=2002025.0450.54
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0650.1
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0649.3
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0649.2
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0649.1
DP-KernelSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0747.9
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0647.6
LSA+OnZetaBackbone=ViT-B/162026.0646.18
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0645.8
LSABackbone=ViT-B/162026.0645.64
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0644.9
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0643.3
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0642.9
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641.7
CLIP baselineBackbone=ViT-B/162026.0641.38
LSA+OnZetaBackbone=ResNet-502026.0641.1
OnZetaBackbone=ViT-B/162026.0640.32
LSABackbone=ResNet-502026.0640.3
FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.0540.18
FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.0539.93
DP-NTKSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0738.6
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0638.5
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0638
SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.0534.7
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0634.5
DP-MERFSetting=Central, Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0733.7
TPTBackbone=ViT-B/162026.0633.6
SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.0532.84
CLIP baselineBackbone=ResNet-502026.0631.6
DP-LoRA LDMSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0731.56
OnZetaBackbone=ResNet-502026.0629.94
TPTBackbone=ResNet-502026.0628.83
TPTBackbone=ResNet50, Optim.=true2026.0728.43
DP-KernelSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0728.35
C-TPTBackbone=ResNet50, Optim.=true2026.0727.22
RLCFBackbone=ResNet50, Optim.=true2026.0726.73
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0626.1
CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.0526
USEBackbone=ResNet50, Optim.=true2026.0725.65
TPSBackbone=ResNet50, Optim.=true2026.0724.48
CLIPBackbone=ResNet50, Optim.=false2026.0723.65
SEBackbone=ResNet50, Optim.=false2026.0723.65
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0623.2
DP-MERFSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0722.41
MTABackbone=ResNet50, Optim.=false2026.0722.39
STSBackbone=ResNet50, Optim.=true2026.0722.12
ZEROBackbone=ResNet50, Optim.=false2026.0721.88
R-TPTBackbone=ResNet50, Optim.=true2026.0721.27
DP-NTKSetting=Fed. (20 clients), Backbone=ResNet-18, DP privacy budget=epsilon=10, delta=10^-52026.0719.83