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ResearchFormerly WizWand

Text Retrieval on RSICD (test)

22.14R@1GeoRSCLIP-FT
2.5367.625512.71517.8045Jun 20, 2023Jun 30, 2023Jul 11, 2023Jul 22, 2023Aug 2, 2023Aug 13, 2023Aug 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GeoRSCLIP-FTParadigm=GVLM + FT, Tuned on=RS5M + RSICD2023.0622.1440.5351.78
GeoRSCLIP-FTParadigm=GVLM + FT, Tuned on=RS5M + RET-22023.0621.1341.7255.63
RemoteCLIPParadigm=GVLM + FT, Tuned on=RET-3 + DET-10 + SEG-42023.0617.0237.9751.51
MTGFEParadigm=Supervised, Tuned on=RSICD2023.0615.2837.0551.6
OursBackbone=CLIP(ViT-B-32), Params=0.16M2023.0814.1331.5144.78
PE-RSITRParadigm=GVLM + FT, Tuned on=RSICD2023.0614.1331.5144.78
Full fine-tuningBackbone=CLIP(ViT-B-32), Params=151M2023.0813.5430.8343.46
UniAdapterBackbone=CLIP(ViT-B-32), Params=0.55M2023.0812.6530.8142.74
AdaptFormerBackbone=CLIP(ViT-B-32), Params=0.17M2023.0812.4628.4941.86
GeoRSCLIPParadigm=GVLM + FT, Tuned on=RS5M2023.0611.5328.5539.16
Cross-Modal AdapterBackbone=CLIP(ViT-B-32), Params=0.16M2023.0811.1827.3140.62
Single LanguageBackbone=CLIP(ViT-B-32), Params=151M2023.0810.729.6441.53
MultilanguageParadigm=Supervised, Tuned on=RSICD2023.0610.729.6441.53
GeoRSCLIPParadigm=GVLM + Pfeiffer, Tuned on=RS5M2023.0610.6124.7936.51
FAAMIParadigm=Supervised, Tuned on=RSICD2023.0610.4422.6630.89
PIRParadigm=Supervised, Tuned on=RSICD2023.069.8827.2639.16
GeoRSCLIPParadigm=GVLM + LoRA, Tuned on=RS5M2023.069.5221.1331.75
GeoRSCLIPParadigm=GVLM + Prefixtuning, Tuned on=RS5M2023.069.0620.0429.73
GeoRSCLIPParadigm=GVLM + UniPELT, Tuned on=RS5M2023.068.9723.7935.04
AdapterBackbone=CLIP(ViT-B-32), Params=0.17M2023.088.7324.7337.81
CABIRBackbone=ResNet152, BERT+biGRU, Params=Not specified2023.088.5916.2724.13
Linear probeBackbone=CLIP(ViT-B-32), Params=1.05M2023.088.4624.4137.72
HVSAParadigm=Supervised, Tuned on=RSICD2023.067.4720.6232.11
SWANParadigm=Supervised, Tuned on=RSICD2023.067.4120.1330.86
VPTBackbone=CLIP(ViT-B-32), Params=0.46M2023.087.2319.430.77
CLIP-AdapterBackbone=CLIP(ViT-B-32), Params=0.52M2023.087.1119.4831.01
Zero-shot CLIPBackbone=CLIP(ViT-B-32), Params=0.00M2023.086.7715.3723.15
MCRNBackbone=ResNet18, biGRU, Params=52.35M2023.086.5919.430.28
GaLR with MRBackbone=ResNet18, biGRU, Params=46.89M2023.086.5919.8531.04
GaLRParadigm=Supervised, Tuned on=RSICD2023.066.5919.8531.04
ConvpassBackbone=CLIP(ViT-B-32), Params=0.14M2023.086.5419.6732.78
GaLR w/o MRBackbone=ResNet18, biGRU, Params=46.89M2023.086.518.9129.7
VL-PromptBackbone=CLIP(ViT-B-32), Params=0.47M2023.086.4717.0528.68
CoOpBackbone=CLIP(ViT-B-32), Params=0.10M2023.086.3215.8927.6
SCAN i-tBackbone=Faster R-CNN, biGRU, Params=13.68M2023.085.8512.8919.84
KCRParadigm=Supervised, Tuned on=RSICD2023.065.8422.3136.12
AMFMN-fusionBackbone=ResNet18, biGRU, Params=35.94M2023.085.3915.0823.4
AFMFNParadigm=Supervised, Tuned on=RSICD2023.065.3915.0823.4
CLIP-BaselineParadigm=GVLM, Tuned on=None2023.065.3114.1823.7
AMFMN-simBackbone=ResNet18, biGRU, Params=35.94M2023.085.2114.7221.57
CAMP-tripletBackbone=Faster R-CNN, biGRU, Params=27.03M2023.085.1212.8921.12
AMFMN-softBackbone=ResNet18, biGRU, Params=35.94M2023.085.0514.5321.57
MTFNBackbone=Faster R-CNN, biGRU, Params=77.90M2023.085.0212.5219.74
LW-MCR-bBackbone=SqueezeNet, -, Params=1.65M2023.084.5713.7120.11
SCAN t-iBackbone=Faster R-CNN, biGRU, Params=13.68M2023.084.3910.917.64
LW-MCR-uBackbone=SqueezeNet, -, Params=1.65M2023.084.3913.3520.29
CAMP-bceBackbone=Faster R-CNN, biGRU, Params=27.03M2023.084.210.2415.45
VSE++Backbone=ResNet18, GRU, Params=15.78M2023.083.389.5117.46
VSE++Paradigm=Supervised, Tuned on=RSICD2023.063.389.5117.46
LW-MCR-dBackbone=SqueezeNet, -, Params=1.65M2023.083.2912.5219.93
LW-MCRParadigm=Supervised, Tuned on=RSICD2023.063.2912.5219.93