Image Classification on RSICB128 (test)
50.53Top-1 AccuracyOSTB
Evaluation Results
| Method | Links | |
|---|---|---|
| OSTBAdaptation Protocol=OSTB Adapted Ensemble2026.06 | 50.53 | |
| RS-M-CLIP + multi-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 47.08 | |
| RSDiX-CLIP-B/16 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 46.86 | |
| SkyCLIP50-B/32 + multi-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 46.64 | |
| RS-M-CLIP + single-VLM GMMBackbone Model=RS-M-CLIP, Adaptation Protocol=single-VLM GMM2026.06 | 46.13 | |
| RSDiX-CLIP-B/32 + multi-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 45.95 | |
| SkyCLIP50-B/32 + single-VLM GMMBackbone Model=SkyCLIP50-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 45.24 | |
| GeoRSCLIP-B/32 + multi-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 45.18 | |
| RemoteCLIP-B/32 + multi-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 45.1 | |
| GeoRSCLIP-B/32 + single-VLM GMMBackbone Model=GeoRSCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 44.76 | |
| CLIP-B/16 + multi-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=multi-VLM GMM2026.06 | 43.67 | |
| StreetCLIP + multi-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=multi-VLM GMM2026.06 | 43.29 | |
| CLIP-B/32 + multi-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=multi-VLM GMM2026.06 | 41.4 | |
| RSDiX-CLIP-B/16 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 40.04 | |
| SkyCLIP50-B/32Backbone Model=SkyCLIP50-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 39.4 | |
| StreetCLIP + single-VLM GMMBackbone Model=StreetCLIP, Adaptation Protocol=single-VLM GMM2026.06 | 39.14 | |
| RSDiX-CLIP-B/16Backbone Model=RSDiX-CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 35.84 | |
| StreetCLIPBackbone Model=StreetCLIP, Adaptation Protocol=Original Zero-shot2026.06 | 35.46 | |
| CLIP-B/32 + single-VLM GMMBackbone Model=CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 34.26 | |
| RS-M-CLIPBackbone Model=RS-M-CLIP, Adaptation Protocol=Original Zero-shot2026.06 | 33.83 | |
| CLIP-B/16 + single-VLM GMMBackbone Model=CLIP-B/16, Adaptation Protocol=single-VLM GMM2026.06 | 33.22 | |
| RSDiX-CLIP-B/32Backbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 32.97 | |
| RSDiX-CLIP-B/32 + single-VLM GMMBackbone Model=RSDiX-CLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 32.38 | |
| RemoteCLIP-B/32 + single-VLM GMMBackbone Model=RemoteCLIP-B/32, Adaptation Protocol=single-VLM GMM2026.06 | 32.08 | |
| GeoRSCLIP-B/32Backbone Model=GeoRSCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 28.84 | |
| CLIP-B/16Backbone Model=CLIP-B/16, Adaptation Protocol=Original Zero-shot2026.06 | 28.4 | |
| CLIP-B/32Backbone Model=CLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 27.12 | |
| RemoteCLIP-B/32Backbone Model=RemoteCLIP-B/32, Adaptation Protocol=Original Zero-shot2026.06 | 25.9 |