SOTAVerified

Multimodal Machine Translation

Multimodal machine translation is the task of doing machine translation with multiple data sources - for example, translating "a bird is flying over water" + an image of a bird over water to German text.

( Image credit: Findings of the Third Shared Task on Multimodal Machine Translation )

Papers

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Showing 91–100 of 108 papers

TitleStatusHype
Findings of the Second Shared Task on Multimodal Machine Translation and Multilingual Image Description—0
OSU Multimodal Machine Translation System Report—0
Findings of the 2017 Conference on Machine Translation (WMT17)—0
Sheffield MultiMT: Using Object Posterior Predictions for Multimodal Machine Translation—0
Generating Image Descriptions using Multilingual Data—0
The AFRL-OSU WMT17 Multimodal Translation System: An Image Processing Approach—0
NICT-NAIST System for WMT17 Multimodal Translation Task—0
NMTPY: A Flexible Toolkit for Advanced Neural Machine Translation SystemsCode0
Doubly-Attentive Decoder for Multi-modal Neural Machine Translation—0
Incorporating Global Visual Features into Attention-Based Neural Machine Translation—0
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All datasetsMulti30KHindi Visual Genome (Challenge Set)Hindi Visual Genome (Test Set)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1delMeteor (EN-FR)74.6—Unverified
2ERNIE-UniX2BLEU (EN-DE)49.3—Unverified
3IKD-MMTBLEU (EN-DE)41.28—Unverified
4DCCNBLEU (EN-DE)39.7—Unverified
5CaglayanBLEU (EN-DE)39.4—Unverified
6Gumbel-Attention MMTBLEU (EN-DE)39.2—Unverified
7Multimodal TransformerBLEU (EN-DE)38.7—Unverified
8ImagiTBLEU (EN-DE)38.4—Unverified
9del+objBLEU (EN-DE)38—Unverified
10VMMTFBLEU (EN-DE)37.6—Unverified
#ModelMetricClaimedVerifiedStatus
1ViTABLEU (EN-HI)51.6—Unverified
#ModelMetricClaimedVerifiedStatus
1ViTABLEU (EN-HI)44.6—Unverified