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ResearchFormerly WizWand

Classification on WHU-RS19 (test)

99.67Top-1 AccRSDiX-CLIP-B/16 + multi-VLM GMM
64.133273.359182.58591.8109May 23, 2023Nov 24, 2023May 27, 2024Nov 28, 2024Jun 1, 2025Dec 3, 2025Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.0699.67
RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.0699.67
OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.0699.67
RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0699.01
RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0699.01
RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.0698.34
GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0698.01
GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0698.01
RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.0698.01
RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.0698.01
RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0697.02
SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.0697.02
SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.0697.02
StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.0697.02
RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0696.69
StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.0696.69
CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.0696.36
CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.0696.03
RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0696.03
CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.0695.7
RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.0695.7
CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.0695.36
RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0693.38
SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.0691.39
GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0687.09
S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0586.9
S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0586.3
StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.0684.11
Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0583.7
CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.0682.12
CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.0681.79
Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0579.5
Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.0578.1
CLIP (fine-tune)Protocol=Zero-shot, Training Data=Labeled data (L)2023.0576.5
Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.0576.3
CLIP (original)Protocol=Zero-shot2023.0565.5