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Multimodal learning is a type of deep learning that integrates and processes multiple types of data, referred to as modalities, such as text, audio, images, or video.This integration allows for a more holistic understanding of complex data, improving model performance in tasks like visual question answering, cross-modal retrieval, [1] text-to-image generation, [2] aesthetic ranking, [3] and ...
Multimodal therapy (MMT) is an approach to psychotherapy devised by psychologist Arnold Lazarus, who originated the term behavior therapy in psychotherapy. It is based on the idea that humans are biological beings that think, feel, act, sense, imagine, and interact—and that psychological treatment should address each of these modalities .
Multimodal pedagogy is an approach to the teaching of writing that implements different modes of communication. [ 1 ] [ 2 ] Multimodality refers to the use of visual, aural, linguistic, spatial, and gestural modes in differing pieces of media, each necessary to properly convey the information it presents.
Multimodality (as a phenomenon) has received increasingly theoretical characterizations throughout the history of communication. Indeed, the phenomenon has been studied at least since the 4th century BC, when classical rhetoricians alluded to it with their emphasis on voice, gesture, and expressions in public speaking.
Multimodal human-computer interaction refers to the "interaction with the virtual and physical environment through natural modes of communication", [1] This implies that multimodal interaction enables a more free and natural communication, interfacing users with automated systems in both input and output. [2]
Multimodal therapy, an approach to psychotherapy; Multimodal learning, machine learning methods using multiple input modalities; Multimodal transport, a contract for delivery involving the use of multiple modes of goods transport; Multimodality, the use of several modes (media) in a single artifact; Multimodal logic modal logic that has more ...
The generic term, integrative psychotherapy, can be used to describe any multi-modal approach which combines therapies. For example, an effective form of treatment for some clients is psychodynamic psychotherapy combined with hypnotherapy.
Multimodal is a term that has readily been used since the 1970s in varied disciplines as psychotherapy, phonetics, genetics, literature and medicine to characterize different approaches to carrying out scientific research that involves to a certain degree, thinking outside of the box. In the early 1990s, semioticians used the terms to discuss ...