List your company
ResearchFormerly WizWand

Text-to-Image Retrieval on UCM (test)

22.71R@1MRS-Adapter
6.569210.759614.9519.1404Aug 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MRS-AdapterBackbone=CLIP(ViT-B-32), Params=0.16M, Method Category=CLIP-based methods2023.0822.7155.8180.3355.71
Single LanguageBackbone=CLIP(ViT-B-32), Params=151M, Method Category=CLIP-based methods2023.0819.0453.3377.6154.12
LW-MCR-uBackbone=SqueezeNet, Params=1.65M, Method Category=Traditional methods2023.0818.147.1463.8145.35
Full fine-tuningBackbone=CLIP(ViT-B-32), Params=151M, Method Category=CLIP-based methods2023.0817.1455.2479.5252.43
AdaptFormerBackbone=CLIP(ViT-B-32), Params=0.17M, Method Category=CLIP-based methods2023.0816.9254.3977.4653.69
AMFMN-fusionBackbone=ResNet18, biGRU, Params=35.94M, Method Category=Traditional methods2023.0816.6745.7168.5746.08
ConvpassBackbone=CLIP(ViT-B-32), Params=0.14M, Method Category=CLIP-based methods2023.0816.4654.7978.7852.91
LW-MCR-dBackbone=SqueezeNet, Params=1.65M, Method Category=Traditional methods2023.0815.2451.962.8644.68
CABIRBackbone=ResNet152, BERT+biGRU, Params=15.17M, Method Category=Traditional methods2023.0815.1745.7172.8548.3
CAMP-bceBackbone=Faster R-CNN, biGRU, Params=27.03M, Method Category=Traditional methods2023.0814.7646.1967.6243.92
AMFMN-simBackbone=ResNet18, biGRU, Params=35.94M, Method Category=Traditional methods2023.0814.7649.5268.145.68
UniAdapterBackbone=CLIP(ViT-B-32), Params=0.55M, Method Category=CLIP-based methods2023.0814.4655.1983.9554.59
SCAN t-iBackbone=Faster R-CNN, biGRU, Params=13.68M, Method Category=Traditional methods2023.0814.2945.7167.6244.67
Cross-Modal AdapterBackbone=CLIP(ViT-B-32), Params=0.16M, Method Category=CLIP-based methods2023.0813.7750.5781.4153.62
Linear probeBackbone=CLIP(ViT-B-32), Params=1.05M, Method Category=CLIP-based methods2023.0813.3352.7177.6251.3
AMFMN-softBackbone=ResNet18, biGRU, Params=35.94M, Method Category=Traditional methods2023.0812.8651.966.6745.97
SCAN i-tBackbone=Faster R-CNN, biGRU, Params=13.68M, Method Category=Traditional methods2023.0812.8547.1469.5243.43
VSE++Backbone=ResNet18, GRU, Params=15.78M, Method Category=Traditional methods2023.0812.3844.7665.7136.93
LW-MCR-bBackbone=SqueezeNet, Params=1.65M, Method Category=Traditional methods2023.0812.3843.8159.5241.1
CAMP-tripletBackbone=Faster R-CNN, biGRU, Params=27.03M, Method Category=Traditional methods2023.0810.9544.2965.7142.22
Zero-shot CLIPBackbone=CLIP(ViT-B-32), Params=0.00M, Method Category=CLIP-based methods2023.0810.9534.7655.7133.08
MTFNBackbone=Faster R-CNN, biGRU, Params=77.90M, Method Category=Traditional methods2023.0810.4747.6264.2944.65
AdapterBackbone=CLIP(ViT-B-32), Params=0.17M, Method Category=CLIP-based methods2023.0810.1749.7380.0852.74
CLIP-AdapterBackbone=CLIP(ViT-B-32), Params=0.52M, Method Category=CLIP-based methods2023.089.8342.5266.7944.82
VPTBackbone=CLIP(ViT-B-32), Params=0.46M, Method Category=CLIP-based methods2023.088.8647.8178.6249.77
VL-PromptBackbone=CLIP(ViT-B-32), Params=0.47M, Method Category=CLIP-based methods2023.087.9745.4875.9647.5
CoOpBackbone=CLIP(ViT-B-32), Params=0.10M, Method Category=CLIP-based methods2023.087.1942.7674.1944.95