Image-to-Text Retrieval on SARVLM-1M (test)
12.66R@1SARCLIP ‡
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SARCLIP ‡Image Backbone=ViT-L-14, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 12.66 | 32.98 | 44.14 | |
| SARCLIP †Image Backbone=ViT-L-14, Pretrain Data=RS5M, Tune On=SARVLM-1M2025.10 | 12.64 | 33.24 | 44.9 | |
| SARCLIP §Image Backbone=ViT-L-14, Pretrain Data=SkyScript, Tune On=SARVLM-1M2025.10 | 12.36 | 32.48 | 44.1 | |
| SARCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 11.84 | 32.6 | 44.04 | |
| SARCLIP †Image Backbone=ViT-B-32, Pretrain Data=RS5M, Tune On=SARVLM-1M2025.10 | 10.8 | 28.86 | 41.14 | |
| SARCLIP ‡Image Backbone=ViT-B-32, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 10.44 | 29.7 | 41.04 | |
| SARCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 10.2 | 28.54 | 41.26 | |
| SARCLIP §Image Backbone=ViT-B-32, Pretrain Data=SkyScript, Tune On=SARVLM-1M2025.10 | 9.7 | 28.72 | 40.16 | |
| SARCLIP ‡Image Backbone=ResNet-50, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 8.56 | 25.5 | 37.66 | |
| SARCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 8.52 | 26.04 | 36.9 | |
| SAR-TEXTImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARTEXT2025.10 | 0.48 | 1.82 | 2.9 | |
| SARCLIP-ISPRSImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARCAP2025.10 | 0.3 | 1.36 | 2.4 | |
| OpenCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=–2025.10 | 0.14 | 0.34 | 0.7 | |
| OpenCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=–2025.10 | 0.08 | 0.2 | 0.4 | |
| SkyCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=SkyScript2025.10 | 0.08 | 0.32 | 0.62 | |
| SkyCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SkyScript2025.10 | 0.08 | 0.36 | 0.74 | |
| RemoteCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.08 | 0.28 | 0.52 | |
| GeoRSCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.06 | 0.3 | 0.62 | |
| GeoRSCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.06 | 0.24 | 0.5 | |
| GeoRSCLIPImage Backbone=ViT-H-14, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.06 | 0.22 | 0.48 | |
| SARCLIP-ISPRSImage Backbone=ViT-B-32, Pretrain Data=–, Tune On=–2025.10 | 0.06 | 0.82 | 1.54 | |
| OpenCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=–2025.10 | 0.04 | 0.18 | 0.38 | |
| RemoteCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.04 | 0.38 | 0.64 | |
| SARCLIP-ISPRSImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=SARCAP2025.10 | 0.04 | 0.3 | 0.7 | |
| RemoteCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.02 | 0.22 | 0.44 |