ML Research Wiki / Benchmarks / Multimodal Machine Translation / Multi30K

Multi30K

Multimodal Machine Translation Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: BLEU (EN-DE)

Top Performing Models

Rank Model Paper BLEU (EN-DE) Date Code
1 del Distilling Translations with Visual Awareness 74.60 2019-06-18 📦 ImperialNLP/MMT-Delib
2 ERNIE-UniX2 ERNIE-UniX2: A Unified Cross-lingual Cross-modal Framework for Understanding and Generation 49.30 2022-11-09 -
3 IKD-MMT Distill the Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation 41.28 2022-10-10 📦 pengr/ikd-mmt
4 DCCN Dynamic Context-guided Capsule Network for Multimodal Machine Translation 39.70 2020-09-04 📦 DeepLearnXMU/MM-DCCN
5 Caglayan Multimodal Machine Translation through Visuals and Speech 39.40 2019-11-28 -
6 Gumbel-Attention MMT Gumbel-Attention for Multi-modal Machine Translation 39.20 2021-03-16 -
7 ImagiT Generative Imagination Elevates Machine Translation 38.40 2020-09-21 -
8 del+obj Distilling Translations with Visual Awareness 38.00 2019-06-18 📦 ImperialNLP/MMT-Delib
9 VMMTF Latent Variable Model for Multi-modal Translation 37.60 2018-11-01 📦 iacercalixto/variational_mmt
10 IMGD Incorporating Global Visual Features into Attention-Based Neural Machine Translation 37.30 2017-01-23 -

All Papers (14)

ImperialNLP/MMT-Delib
pengr/ikd-mmt
DeepLearnXMU/MM-DCCN
ImperialNLP/MMT-Delib
iacercalixto/variational_mmt
lgcnsai/ps-kd-pytorch
Eurus-Holmes/VAG-NMT
huggingface/transformers labmlai/annotated_deep_learning_paper_implementations