Metric: Meteor (EN-DE) (higher is better)
| # | Model↕ | Meteor (EN-DE)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | IKD-MMT | 58.93 | No | Distill the Image to Nowhere: Inversion Knowledg... | 2022-10-10 | Code |
| 2 | Caglayan | 58.7 | No | Multimodal Machine Translation through Visuals a... | 2019-11-28 | - |
| 3 | Gumbel-Attention MMT | 57.8 | No | Gumbel-Attention for Multi-modal Machine Transla... | 2021-03-16 | - |
| 4 | DCCN | 56.8 | No | Dynamic Context-guided Capsule Network for Multi... | 2020-09-04 | Code |
| 5 | VMMTF | 56 | No | Latent Variable Model for Multi-modal Translation | 2018-11-01 | Code |
| 6 | Multimodal Transformer | 55.7 | No | - | - | Code |
| 7 | ImagiT | 55.7 | No | Generative Imagination Elevates Machine Translat... | 2020-09-21 | - |
| 8 | del+obj | 55.6 | No | Distilling Translations with Visual Awareness | 2019-06-18 | Code |
| 9 | IMGD | 55.1 | No | Incorporating Global Visual Features into Attent... | 2017-01-23 | - |
| 10 | NMTSRC+IMG | 54.5 | No | Doubly-Attentive Decoder for Multi-modal Neural ... | 2017-02-04 | - |
| 11 | VAG-NMT | 52.2 | No | A Visual Attention Grounding Neural Model for Mu... | 2018-08-24 | Code |