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 41–50 of 108 papers

TitleStatusHype
Florenz: Scaling Laws for Systematic Generalization in Vision-Language Models—0
Generalization algorithm of multimodal pre-training model based on graph-text self-supervised training—0
Hindi Visual Genome: A Dataset for Multimodal English-to-Hindi Machine Translation—0
Generative Imagination Elevates Machine Translation—0
Good for Misconceived Reasons: An Empirical Revisiting on the Need for Visual Context in Multimodal Machine Translation—0
Good for Misconceived Reasons: Revisiting Neural Multimodal Machine Translation—0
Grounded Word Sense Translation—0
Gumbel-Attention for Multi-modal Machine Translation—0
Findings of the 2018 Conference on Machine Translation (WMT18)—0
Findings of the 2017 Conference on Machine Translation (WMT17)—0
Show:102550
← PrevPage 5 of 11Next →
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