English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

This paper presents OmniDataComposer, an innovative approach for multimodaldata fusion and unlimited data generation with an intent to refine anduncomplicate interplay among diverse data modalities. Coming to the corebreakthrough, it introduces a cohesive data structure proficient in processingand merging multimodal data inputs, which include video, audio, and text.  Our crafted algorithm leverages advancements across multiple operations suchas video/image caption extraction, dense caption extraction, Automatic SpeechRecognition (ASR), Optical Character Recognition (OCR), Recognize AnythingModel(RAM), and object tracking. OmniDataComposer is capable of identifyingover 6400 categories of objects, substantially broadening the spectrum ofvisual information. It amalgamates these diverse modalities, promotingreciprocal enhancement among modalities and facilitating cross-modal datacorrection. \textbf{The final output metamorphoses each video input into anelaborate sequential document}, virtually transmuting videos into thoroughnarratives, making them easier to be processed by large language models.  Future prospects include optimizing datasets for each modality to encourageunlimited data generation. This robust base will offer priceless insights tomodels like ChatGPT, enabling them to create higher quality datasets for videocaptioning and easing question-answering tasks based on video content.OmniDataComposer inaugurates a new stage in multimodal learning, impartingenormous potential for augmenting AI's understanding and generation of complex,real-world data.

OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data Generation