Image Classification on PatternNet (test)
96.72Top-1 AccuracyOSTB
Evaluation Results
| Method | Links | |
|---|---|---|
| OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.06 | 96.72 | |
| GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 96.4 | |
| RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 96.32 | |
| RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 96.21 | |
| SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 96.17 | |
| RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 96 | |
| StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 95.6 | |
| RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 95.56 | |
| GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 95.42 | |
| CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 95.22 | |
| SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 94.34 | |
| CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 93.89 | |
| StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.06 | 87.92 | |
| CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 87.58 | |
| RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 82.89 | |
| RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 78.83 | |
| CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 78.37 | |
| RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 78.36 | |
| GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 75.98 | |
| StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.06 | 74.45 | |
| SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 74.2 | |
| RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 67.34 | |
| RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.06 | 65.7 | |
| CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 65.35 | |
| RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 60.67 | |
| RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 59.3 | |
| CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 59.23 | |
| RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.06 | 52.2 |