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ResearchFormerly WizWand

Image Retrieval on RSICD (test)

11.63R@1Ours
2.36364.76937.1759.5807Aug 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
OursBackbone=CLIP(ViT-B-32), Params=0.16M2023.0811.6333.9250.73
Full fine-tuningBackbone=CLIP(ViT-B-32), Params=151M2023.0811.5533.1449.83
UniAdapterBackbone=CLIP(ViT-B-32), Params=0.55M2023.089.6130.0647.16
Cross-Modal AdapterBackbone=CLIP(ViT-B-32), Params=0.16M2023.089.5730.7448.36
Single LanguageBackbone=CLIP(ViT-B-32), Params=151M2023.089.1428.9644.59
AdaptFormerBackbone=CLIP(ViT-B-32), Params=0.17M2023.089.0929.8946.81
AdapterBackbone=CLIP(ViT-B-32), Params=0.17M2023.088.4326.0243.33
Linear probeBackbone=CLIP(ViT-B-32), Params=1.05M2023.087.8125.8942.47
CLIP-AdapterBackbone=CLIP(ViT-B-32), Params=0.52M2023.087.6724.8739.73
ConvpassBackbone=CLIP(ViT-B-32), Params=0.14M2023.087.0323.0839.15
VPTBackbone=CLIP(ViT-B-32), Params=0.46M2023.086.9425.2640.73
VL-PromptBackbone=CLIP(ViT-B-32), Params=0.47M2023.086.6922.6236.16
CABIRBackbone=ResNet152, BERT+biGRU, Params=Not specified2023.085.4220.7733.58
GaLR w/o MRBackbone=ResNet18, biGRU, Params=46.89M2023.085.1119.5731.92
AMFMN-softBackbone=ResNet18, biGRU, Params=35.94M2023.085.0519.7431.04
MCRNBackbone=ResNet18, biGRU, Params=52.35M2023.085.0319.3832.99
Zero-shot CLIPBackbone=CLIP(ViT-B-32), Params=0.00M2023.085.0115.7524.21
MTFNBackbone=Faster R-CNN, biGRU, Params=77.90M2023.084.917.1729.49
AMFMN-fusionBackbone=ResNet18, biGRU, Params=35.94M2023.084.918.2831.44
GaLR with MRBackbone=ResNet18, biGRU, Params=46.89M2023.084.6919.4832.13
LW-MCR-dBackbone=SqueezeNet, -, Params=1.65M2023.084.6617.5130.02
CoOpBackbone=CLIP(ViT-B-32), Params=0.10M2023.084.3117.8931.73
LW-MCR-uBackbone=SqueezeNet, -, Params=1.65M2023.084.318.8532.34
CAMP-tripletBackbone=Faster R-CNN, biGRU, Params=27.03M2023.084.1515.2327.81
AMFMN-simBackbone=ResNet18, biGRU, Params=35.94M2023.084.081730.6
LW-MCR-bBackbone=SqueezeNet, -, Params=1.65M2023.084.0216.4728.23
SCAN t-iBackbone=Faster R-CNN, biGRU, Params=13.68M2023.083.9116.226.49
SCAN i-tBackbone=Faster R-CNN, biGRU, Params=13.68M2023.083.7116.426.73
VSE++Backbone=ResNet18, GRU, Params=15.78M2023.082.8211.3218.1
CAMP-bceBackbone=Faster R-CNN, biGRU, Params=27.03M2023.082.7212.7622.89