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Foundations & trends in multimodal machine learning: Principles, challenges, and open questions
Multimodal machine learning is a vibrant multi-disciplinary research field that aims to design
computer agents with intelligent capabilities such as understanding, reasoning, and learning …
computer agents with intelligent capabilities such as understanding, reasoning, and learning …
Foundations and trends in multimodal machine learning: Principles, challenges, and open questions
Multimodal machine learning is a vibrant multi-disciplinary research field that aims to design
computer agents with intelligent capabilities such as understanding, reasoning, and learning …
computer agents with intelligent capabilities such as understanding, reasoning, and learning …
How2: a large-scale dataset for multimodal language understanding
In this paper, we introduce How2, a multimodal collection of instructional videos with English
subtitles and crowdsourced Portuguese translations. We also present integrated sequence …
subtitles and crowdsourced Portuguese translations. We also present integrated sequence …
Abstractive summarization: An overview of the state of the art
Summarization, is to reduce the size of the document while preserving the meaning, is one
of the most researched areas among the Natural Language Processing (NLP) community …
of the most researched areas among the Natural Language Processing (NLP) community …
A survey on multi-modal summarization
The new era of technology has brought us to the point where it is convenient for people to
share their opinions over an abundance of platforms. These platforms have a provision for …
share their opinions over an abundance of platforms. These platforms have a provision for …
Hierarchical cross-modality semantic correlation learning model for multimodal summarization
Multimodal summarization with multimodal output (MSMO) generates a summary with both
textual and visual content. Multimodal news report contains heterogeneous contents, which …
textual and visual content. Multimodal news report contains heterogeneous contents, which …
Bridging text visualization and mining: A task-driven survey
Visual text analytics has recently emerged as one of the most prominent topics in both
academic research and the commercial world. To provide an overview of the relevant …
academic research and the commercial world. To provide an overview of the relevant …
Abstractive text-image summarization using multi-modal attentional hierarchical RNN
Rapid growth of multi-modal documents on the Internet makes multi-modal summarization
research necessary. Most previous research summarizes texts or images separately. Recent …
research necessary. Most previous research summarizes texts or images separately. Recent …
Generating audio-visual slideshows from text articles using word concreteness
We present a system that automatically transforms text articles into audio-visual slideshows
by leveraging the notion of word concreteness, which measures how strongly a word or …
by leveraging the notion of word concreteness, which measures how strongly a word or …
Exploiting pseudo image captions for multimodal summarization
Cross-modal contrastive learning in vision language pretraining (VLP) faces the challenge
of (partial) false negatives. In this paper, we study this problem from the perspective of …
of (partial) false negatives. In this paper, we study this problem from the perspective of …