Classification on AID (test)
98.7Top-1 AccuracyOSTB
Evaluation Results
| Method | Links | |
|---|---|---|
| OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.06 | 98.7 | |
| SkySenseTraining Ratio=50%2023.12 | 98.6 | |
| RVSATraining Ratio=50%2023.12 | 98.5 | |
| RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 98.43 | |
| RingMo+Training Ratio=50%2023.12 | 98.34 | |
| RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.06 | 98.33 | |
| RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 97.97 | |
| RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 97.8 | |
| CMIDTraining Ratio=50%2023.12 | 97.79 | |
| SkySenseTraining Ratio=20%2023.12 | 97.68 | |
| Scale-MAETraining Ratio=50%2023.12 | 97.58 | |
| SatLasTraining Ratio=50%2023.12 | 97.38 | |
| RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 97.13 | |
| TOYTraining Ratio=50%2023.12 | 97.09 | |
| GFMTraining Ratio=50%2023.12 | 97.09 | |
| RVSATraining Ratio=20%2023.12 | 97.03 | |
| SatMAETraining Ratio=50%2023.12 | 96.94 | |
| RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 96.93 | |
| RingMo+Training Ratio=20%2023.12 | 96.9 | |
| Scale-MAETraining Ratio=20%2023.12 | 96.44 | |
| CMIDTraining Ratio=20%2023.12 | 96.11 | |
| SeCoTraining Ratio=50%2023.12 | 95.99 | |
| GASSLTraining Ratio=50%2023.12 | 95.92 | |
| GFMTraining Ratio=20%2023.12 | 95.47 | |
| RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 95.47 | |
| TOYTraining Ratio=20%2023.12 | 95.16 | |
| GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 95.1 | |
| CACOTraining Ratio=50%2023.12 | 95.05 | |
| RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 95.03 | |
| SatMAETraining Ratio=20%2023.12 | 95.02 | |
| SatLasTraining Ratio=20%2023.12 | 94.96 | |
| SSL4EOTraining Ratio=50%2023.12 | 94.74 | |
| RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 94.23 | |
| CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 94.03 | |
| SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 93.9 | |
| GASSLTraining Ratio=20%2023.12 | 93.55 | |
| SeCoTraining Ratio=20%2023.12 | 93.47 | |
| StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 92.77 | |
| RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.06 | 92.6 | |
| CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 92.43 | |
| RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 92.03 | |
| RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 91.43 | |
| RemoteCLIPZero-shot=true2025.10 | 91.3 | |
| SSL4EOTraining Ratio=20%2023.12 | 91.06 | |
| CACOTraining Ratio=20%2023.12 | 90.88 | |
| CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 81.97 | |
| SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 80.57 | |
| StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.06 | 80.17 | |
| CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 78.57 | |
| GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 78.5 | |
| RS-SigLIP2 400MZero-shot=true2025.10 | 78.26 | |
| GeoRSCLIP (VitL)Zero-shot=true2025.10 | 76.33 | |
| SigLIP2 400MZero-shot=true2025.10 | 75.56 | |
| S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 73 | |
| RS-MaMMUT 400MZero-shot=true2025.10 | 71.96 | |
| StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.06 | 71.77 | |
| MaMMUT 400MZero-shot=true2025.10 | 71.46 | |
| S-CLIPProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 70.8 | |
| GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 70.77 | |
| RS-CLIPZero-shot=true2025.10 | 70.51 | |
| SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 70.4 | |
| Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 68 | |
| CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 67.47 | |
| CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 65.63 | |
| Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L=U)2023.05 | 63.2 | |
| CLIP (fine-tune)Protocol=Zero-shot, Training Data=Labeled data (L)2023.05 | 63.1 | |
| Soft-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 62.4 | |
| Hard-PLProtocol=Zero-shot, Training Data=Semi-supervised (L≠U)2023.05 | 62.3 | |
| CLIP (original)Protocol=Zero-shot2023.05 | 47.8 |