OpenCodePapers

multimodal-machine-translation-on-multi30k

Multimodal Machine Translation
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PaperCodeBLEU (EN-DE)BLUE (DE-EN)Meteor (EN-DE)Meteor (EN-FR)ModelNameReleaseDate
ERNIE-UniX2: A Unified Cross-lingual Cross-modal Framework for Understanding and Generation49.3ERNIE-UniX22022-11-09
Distill the Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation✓ Link41.2858.9377.20IKD-MMT2022-10-10
Dynamic Context-guided Capsule Network for Multimodal Machine Translation✓ Link39.756.876.4DCCN2020-09-04
Multimodal Machine Translation through Visuals and Speech39.458.7Caglayan2019-11-28
Gumbel-Attention for Multi-modal Machine Translation39.257.8Gumbel-Attention MMT2021-03-16
Multimodal Transformer for Multimodal Machine Translation✓ Link38.755.7Multimodal Transformer2020-07-01
Generative Imagination Elevates Machine Translation38.455.7ImagiT2020-09-21
Distilling Translations with Visual Awareness✓ Link3855.6del+obj2019-06-18
Latent Variable Model for Multi-modal Translation✓ Link37.656.0VMMTF2018-11-01
Incorporating Global Visual Features into Attention-Based Neural Machine Translation37.355.1IMGD2017-01-23
Doubly-Attentive Decoder for Multi-modal Neural Machine Translation37.154.5NMTSRC+IMG2017-02-04
A Visual Attention Grounding Neural Model for Multimodal Machine Translation✓ Link31.652.270.3VAG-NMT2018-08-24
Self-Knowledge Distillation with Progressive Refinement of Targets✓ Link32.3PS-KD2020-06-22
Attention Is All You Need✓ Link29.0Transformer2017-06-12
Distilling Translations with Visual Awareness✓ Link74.6del2019-06-18