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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 31–40 of 108 papers

TitleStatusHype
Good for Misconceived Reasons: An Empirical Revisiting on the Need for Visual Context in Multimodal Machine Translation—0
Detecting Concrete Visual Tokens for Multimodal Machine Translation—0
Debiasing Word Embeddings Improves Multimodal Machine Translation—0
DCU-UvA Multimodal MT System Report—0
CUNI System for WMT16 Automatic Post-Editing and Multimodal Translation Tasks—0
A Visually-Grounded Parallel Corpus with Phrase-to-Region Linking—0
Adversarial Evaluation of Multimodal Machine Translation—0
Findings of the 2018 Conference on Machine Translation (WMT18)—0
Findings of the Second Shared Task on Multimodal Machine Translation and Multilingual Image Description—0
Findings of the 2017 Conference on Machine Translation (WMT17)—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