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ResearchFormerly WizWand

Bi-directional Retrieval on Flickr30K

539RsumFully-FT
483.36497.805512.25526.695Aug 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Fully-FTBackbone=ResNeXt-101, Params. (M)=90.9, Memory (G)=21.8 * 82023.08539
UniPTBackbone=ResNeXt-101, Params. (M)=6.4, Memory (G)=15.02023.08532.1
BitFitBackbone=ResNeXt-101, Params. (M)=2.2, Memory (G)=21.0 * 82023.08530.6
SSFBackbone=ResNeXt-101, Params. (M)=0.1, Memory (G)=20.4 * 82023.08528.5
LSTBackbone=ResNeXt-101, Params. (M)=2.27, Memory (G)=15.02023.08526.7
Fully-FTBackbone=BERT, Params. (M)=109.5, Memory (G)=9.92023.08513.5
SSFBackbone=BERT, Params. (M)=0.2, Memory (G)=8.42023.08512.8
AdapterBackbone=BERT, Params. (M)=2.6, Memory (G)=8.82023.08511.3
UniPTBackbone=BERT, Params. (M)=5.9, Memory (G)=3.12023.08510.5
AdaLoRABackbone=BERT, Params. (M)=1.0, Memory (G)=8.82023.08510.3
FacTBackbone=BERT, Params. (M)=0.6, Memory (G)=8.72023.08508.8
PromptBackbone=BERT, Params. (M)=10.7, Memory (G)=9.42023.08508.5
LoRABackbone=BERT, Params. (M)=1.1, Memory (G)=8.82023.08508.2
PartiallyBackbone=ResNeXt-101, Params. (M)=2.1, Memory (G)=14.92023.08505.8
BitFitBackbone=BERT, Params. (M)=0.9, Memory (G)=8.62023.08503.9
LSTBackbone=BERT, Params. (M)=7.5, Memory (G)=4.62023.08501.9
AdapterBackbone=ResNeXt-101, Params. (M)=3.5, Memory (G)=22.1 * 82023.08493.3
PartiallyBackbone=BERT, Params. (M)=0.8, Memory (G)=1.02023.08485.5