Text-to-Image Retrieval on SARVLM-1M (test)
13.58R@1SARCLIP †
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SARCLIP †Image Backbone=ViT-L-14, Pretrain Data=RS5M, Tune On=SARVLM-1M2025.10 | 13.58 | 34.5 | 46.8 | |
| SARCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 12.88 | 33.72 | 44.68 | |
| SARCLIP ‡Image Backbone=ViT-L-14, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 12.88 | 34.6 | 45.46 | |
| SARCLIP §Image Backbone=ViT-L-14, Pretrain Data=SkyScript, Tune On=SARVLM-1M2025.10 | 12.86 | 34.54 | 45.8 | |
| SARCLIP †Image Backbone=ViT-B-32, Pretrain Data=RS5M, Tune On=SARVLM-1M2025.10 | 11.3 | 31.08 | 42.78 | |
| SARCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 10.84 | 29.86 | 42.18 | |
| SARCLIP §Image Backbone=ViT-B-32, Pretrain Data=SkyScript, Tune On=SARVLM-1M2025.10 | 10.56 | 30.32 | 41.88 | |
| SARCLIP ‡Image Backbone=ViT-B-32, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 10.16 | 30.96 | 42.52 | |
| SARCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=SARVLM-1M2025.10 | 9.38 | 28.38 | 39.28 | |
| SARCLIP ‡Image Backbone=ResNet-50, Pretrain Data=R3+D10+S4, Tune On=SARVLM-1M2025.10 | 9.22 | 28 | 39.78 | |
| SARCLIP-ISPRSImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARCAP2025.10 | 0.46 | 1.62 | 2.64 | |
| SAR-TEXTImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SARTEXT2025.10 | 0.42 | 1.38 | 2.12 | |
| SARCLIP-ISPRSImage Backbone=ViT-B-32, Pretrain Data=–, Tune On=–2025.10 | 0.26 | 1 | 1.76 | |
| RemoteCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.24 | 0.48 | 0.88 | |
| SARCLIP-ISPRSImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=SARCAP2025.10 | 0.24 | 0.6 | 1.18 | |
| GeoRSCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.2 | 0.74 | 1.36 | |
| GeoRSCLIPImage Backbone=ViT-H-14, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.2 | 0.94 | 1.32 | |
| SkyCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=SkyScript2025.10 | 0.2 | 0.9 | 1.4 | |
| SkyCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=SkyScript2025.10 | 0.18 | 0.58 | 1.24 | |
| GeoRSCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=RS5M2025.10 | 0.12 | 0.54 | 0.96 | |
| OpenCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=–2025.10 | 0.1 | 0.56 | 1.12 | |
| RemoteCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.1 | 0.32 | 0.58 | |
| RemoteCLIPImage Backbone=ViT-L-14, Pretrain Data=LAION, Tune On=R3+D10+S42025.10 | 0.1 | 0.62 | 1 | |
| OpenCLIPImage Backbone=ViT-B-32, Pretrain Data=LAION, Tune On=–2025.10 | 0.08 | 0.34 | 0.5 | |
| OpenCLIPImage Backbone=ResNet-50, Pretrain Data=LAION, Tune On=–2025.10 | 0.06 | 0.2 | 0.38 |