Multimodal Machine Translation on Multi30k En-Fr 2017 (test)
76.61METEORSelective Attn + QueryInst
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Selective Attn + QueryInstFeature=QueryInst2022.03 | 76.61 | 54.97 | |
| Selective Attn + CATRFeature=CATR2022.03 | 76.57 | 55.44 | |
| Selective Attn + ViT-BaseFeature=ViT-Base2022.03 | 76.46 | 54.44 | |
| Selective Attn + DETRFeature=DETR2022.03 | 76.4 | 55.17 | |
| Gated Fusion#Params=2.8M, configuration=Tiny2021.05 | 76.34 | — | |
| Gated FusionFeature=ResNet2022.03 | 76.34 | 54.85 | |
| Selective AttnFeature=ViT-Large2022.03 | 76.3 | 54.52 | |
| RMMT#Params=2.9M, configuration=Tiny2021.05 | 76.09 | — | |
| Selective Attn + ViT-SmallFeature=ViT-Small2022.03 | 76.04 | 54.21 | |
| Imagination#Params=6.9M, configuration=Tiny2021.05 | 76.03 | — | |
| ImaginationFeature=ResNet2022.03 | 76.03 | 54.07 | |
| Transformer-Small#Params=36.4M2021.05 | 75.74 | — | |
| Doubly-ATT#Params=3.2M, configuration=Tiny2021.05 | 75.71 | — | |
| Doubly-ATTFeature=ResNet2022.03 | 75.71 | 53.72 | |
| Selective Attn + ViT-TinyFeature=ViT-Tiny2022.03 | 75.65 | 53.31 | |
| Transformer-Tiny#Params=2.6M2021.05 | 75.62 | — | |
| Transformer TinyFeature=Text-only2022.03 | 75.62 | 53.46 | |
| Gated FusionFeature=ViT-Large2022.03 | 75.12 | 54.98 | |
| Transformer-Base#Params=49.0M2021.05 | 74.93 | — | |
| IKD-MMTSystem Category=Image-free2022.10 | 71.87 | 54.84 | |
| DS-SUM-L2System Category=Image-must2022.10 | 71 | 54.2 | |
| OVC+LmSystem Category=Image-must2022.10 | 70.5 | 54.1 | |
| DCCN#Params=16.9M2021.05 | 70.3 | — | |
| VAG-NMTSystem Category=Image-must2022.10 | 70.3 | 53.8 | |
| DCCNSystem Category=Image-must2022.10 | 70.3 | 54.3 | |
| Trg-mulSystem Category=Image-must2022.10 | 69.5 | 52.7 | |
| GMNMT2021.05 | 69.3 | — | |
| GMNMTSystem Category=Image-must2022.10 | 69.3 | 53.9 | |
| Fusion-convSystem Category=Image-must2022.10 | 68.6 | 51.6 | |
| TransformerSystem Category=Image-free2022.10 | 68.3 | 51.9 | |
| ImagiTSystem Category=Image-free2022.10 | 68.3 | 52.4 | |
| Gated FusionSystem Category=Image-must2022.10 | — | 54.85 | |
| RMMTSystem Category=Image-must2022.10 | — | 54.39 | |
| UVR-NMTFeature=ResNet2022.03 | — | 53.2 | |
| UVR-NMTSystem Category=Image-free2022.10 | — | 48.46 |