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ResearchFormerly WizWand

Multimodal Machine Translation on Multi30k En-Fr 2016 (test)

81.75METEOR ScoreSelective Attn + CATR
69.94673.010576.07579.1395May 30, 2021Aug 21, 2021Nov 12, 2021Feb 3, 2022Apr 27, 2022Jul 19, 2022Oct 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Selective Attn + CATRFeature=CATR2022.0381.7562.79
Selective Attn + ViT-BaseFeature=ViT-Base2022.0381.7162.48
Selective Attn + DETRFeature=DETR2022.0381.4562.14
Selective AttnFeature=ViT-Large2022.0381.4162.24
Selective Attn + ViT-SmallFeature=ViT-Small2022.0381.361.78
RMMT#Params=2.9M, configuration=Tiny2021.0581.29—
Selective Attn + QueryInstFeature=QueryInst2022.0381.2662.33
Imagination#Params=6.9M, configuration=Tiny2021.0581.2—
ImaginationFeature=ResNet2022.0381.261.9
Doubly-ATT#Params=3.2M, configuration=Tiny2021.0581.12—
Doubly-ATTFeature=ResNet2022.0381.1261.99
Gated FusionFeature=ViT-Large2022.0381.0861.93
Transformer-Tiny#Params=2.6M2021.0581.02—
Transformer TinyFeature=Text-only2022.0381.0261.8
Gated Fusion#Params=2.8M, configuration=Tiny2021.0580.97—
Gated FusionFeature=ResNet2022.0380.9761.69
Selective Attn + ViT-TinyFeature=ViT-Tiny2022.0380.9161.44
Transformer-Small#Params=36.4M2021.0580.71—
Transformer-Base#Params=49.0M2021.0580.09—
IKD-MMTSystem Category=Image-free2022.1077.262.53
DCCN#Params=16.9M2021.0576.4—
DCCNSystem Category=Image-must2022.1076.461.2
DS-SUM-L2System Category=Image-must2022.107660.7
GMNMT2021.0574.9—
GMNMTSystem Category=Image-must2022.1074.960.9
Del+objSystem Category=Image-must2022.1074.459.8
ImagiTSystem Category=Image-free2022.107459.7
TransformerSystem Category=Image-free2022.1073.659
Trg-mulSystem Category=Image-must2022.1071.354.7
Fusion-convSystem Category=Image-must2022.1070.453.5
Gated FusionSystem Category=Image-must2022.10—61.69
RMMTSystem Category=Image-must2022.10—62.1
UVR-NMTFeature=ResNet2022.03—61
UVR-NMTSystem Category=Image-free2022.10—57.53