Classification on WHU-RS19 (test)
99.67Top-1 AccRSDiX-CLIP-B/16 + multi-VLM GMM
Evaluation Results
| Method | Links | |
|---|---|---|
| RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 99.67 | |
| RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 99.67 | |
| OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.06 | 99.67 | |
| RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 99.01 | |
| RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 99.01 | |
| RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 98.34 | |
| GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 98.01 | |
| GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 98.01 | |
| RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 98.01 | |
| RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.06 | 98.01 | |
| RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 97.02 | |
| SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 97.02 | |
| SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 97.02 | |
| StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 97.02 | |
| RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 96.69 | |
| StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.06 | 96.69 | |
| CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 96.36 | |
| CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 96.03 | |
| RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 96.03 | |
| CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 95.7 | |
| RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.06 | 95.7 | |
| CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 95.36 | |
| RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 93.38 | |
| SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 91.39 | |
| GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 87.09 | |
| S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 86.9 | |
| S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 86.3 | |
| StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.06 | 84.11 | |
| Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 83.7 | |
| CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 82.12 | |
| CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 81.79 | |
| Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 79.5 | |
| Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 78.1 | |
| CLIP (fine-tune)Protocol=Zero-shot, Training Data=Labeled data (L)2023.05 | 76.5 | |
| Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 76.3 | |
| CLIP (original)Protocol=Zero-shot2023.05 | 65.5 |