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ResearchFormerly WizWand

Classification on AID (test)

98.7Top-1 AccuracyOSTB
45.76459.50773.2586.993May 23, 2023Nov 24, 2023May 27, 2024Nov 28, 2024Jun 1, 2025Dec 3, 2025Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.0698.7
SkySenseTraining Ratio=50%2023.1298.6
RVSATraining Ratio=50%2023.1298.5
RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.0698.43
RingMo+Training Ratio=50%2023.1298.34
RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.0698.33
RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.0697.97
RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.0697.8
CMIDTraining Ratio=50%2023.1297.79
SkySenseTraining Ratio=20%2023.1297.68
Scale-MAETraining Ratio=50%2023.1297.58
SatLasTraining Ratio=50%2023.1297.38
RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0697.13
TOYTraining Ratio=50%2023.1297.09
GFMTraining Ratio=50%2023.1297.09
RVSATraining Ratio=20%2023.1297.03
SatMAETraining Ratio=50%2023.1296.94
RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0696.93
RingMo+Training Ratio=20%2023.1296.9
Scale-MAETraining Ratio=20%2023.1296.44
CMIDTraining Ratio=20%2023.1296.11
SeCoTraining Ratio=50%2023.1295.99
GASSLTraining Ratio=50%2023.1295.92
GFMTraining Ratio=20%2023.1295.47
RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0695.47
TOYTraining Ratio=20%2023.1295.16
GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0695.1
CACOTraining Ratio=50%2023.1295.05
RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0695.03
SatMAETraining Ratio=20%2023.1295.02
SatLasTraining Ratio=20%2023.1294.96
SSL4EOTraining Ratio=50%2023.1294.74
RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.0694.23
CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.0694.03
SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.0693.9
GASSLTraining Ratio=20%2023.1293.55
SeCoTraining Ratio=20%2023.1293.47
StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.0692.77
RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.0692.6
CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0692.43
RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0692.03
RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0691.43
RemoteCLIPZero-shot=true2025.1091.3
SSL4EOTraining Ratio=20%2023.1291.06
CACOTraining Ratio=20%2023.1290.88
CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0681.97
SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.0680.57
StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.0680.17
CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.0678.57
GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0678.5
RS-SigLIP2 400MZero-shot=true2025.1078.26
GeoRSCLIP (VitL)Zero-shot=true2025.1076.33
SigLIP2 400MZero-shot=true2025.1075.56
S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0573
RS-MaMMUT 400MZero-shot=true2025.1071.96
StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.0671.77
MaMMUT 400MZero-shot=true2025.1071.46
S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0570.8
GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0670.77
RS-CLIPZero-shot=true2025.1070.51
SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.0670.4
Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0568
CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.0667.47
CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0665.63
Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0563.2
CLIP (fine-tune)Protocol=Zero-shot, Training Data=Labeled data (L)2023.0563.1
Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0562.4
Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0562.3
CLIP (original)Protocol=Zero-shot2023.0547.8