Representation and Interaction of Multimodal ...

Multimodal Representation | MultiComp - Carnegie Mellon University

One of the greatest challenges of multimodal data is to summarize the information from multiple modalities (or views) in a way that complementary information is ...

Multimodal interaction enhanced representation learning for video ...

We propose a multimodal interaction enhanced representation learning framework for emotion recognition from face video.

Co-space Representation Interaction Network for multimodal ...

We introduce a novel framework Co-space Representation Interaction Network (CRNet) that leverages different acoustic and visual representation subspaces to ...

Multimodality Representation Learning - arXiv

Among these applications, cross-modal interaction and complementary information from different modalities are crucial for advanced models to ...

Visual Grounding With Joint Multimodal Representation and ...

Visual Grounding With Joint Multimodal Representation and Interaction ... Abstract: This article tackles the challenging yet significant task of ...

Joint Representation Learning Vs Coordinated Learning in ...

Joint Representation Learning is a method that learns to create a unified representation from multimodal data. This method takes multiple data ...

Representation Meaning of Multimodal Discourse—A Case Study of ...

Kress & van Leeuwen. (1996) also suggest that “the visual, like all semiotic modes, has to serve several communicational (and representational) requirements, in ...

Multimodal Representation Learning For Real-World Applications

Multimodal representation learning has shown tremendous improvements in recent years. An extensive set of works for fusing multiple ...

Fundamentals of Multimodal Representation Learning | Paul Pu Liang

... multimodal information and cross-modal interactions. We conclude this talk by discussing how future work can leverage these ideas to drive ...

3 Multimodal interaction and representation - ResearchGate

Download scientific diagram | 3 Multimodal interaction and representation from publication: Breaking Away from Text, Time and Place | “Breaking away from ...

[2403.02090] Modeling Multimodal Social Interactions - arXiv

Furthermore, we propose a novel multimodal baseline that leverages densely aligned language-visual representations by synchronizing visual ...

Integrated Multimodal Interaction Using Texture Representations

Multimodal Interaction: A user interacts with a virtual scene through sight, sound, and touch. Documents. Integrated Multimodal Interaction Using Normal Maps

TOWARD MULTIMODAL CONTENT REPRESENTATION - Hal-Inria

... multimodal interaction. We propose to define the meaning of a multimodal `utterance' as the specification of how the interpretation of the `utterance' by an ...

Situated UMR for Multimodal Interactions - SemDial

More recently an extension of AMR, Uniform. Meaning Representation (UMR) has been devel- oped to be scalable, accomodate cross-linguistic diversity, and ...

Multimodal interaction enhanced representation learning for video ...

First, the encoders of audio and visual modalities are enhanced by the global semantic information in text. Then, the audio and visual feature ...

(PDF) Towards Multimodal Content Representation - ResearchGate

Romary (2002). ... 1. Basic components: the basic constructs for building representations of the meaning of multimodal dialogue acts: types of building blocks and ...

Lecture 3.2 - Multimodal Representations (CMU ... - YouTube

... Topics: multimodal representation, cross-modal interactions, representation fusion, additive and multiplicative fusion, gated fusion ...

Enhancing Product Representation with Multi-form Interactions for ...

Abstract. Multimodal Conversational Recommendation aims to find appropriate products based on a multi-turn dialogue, where user requests and ...

New Challenges and Baselines with Densely Aligned Representations

We propose a novel multimodal baseline model leverag- ing language and visual cues for understanding multi- party social interactions. To the best of our ...

CFP: The Second Workshop on Multimodal Semantic Representations

Such interactions require not only the robust recognition and generation of expressions through multiple modalities (language, gesture, vision, ...