# Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings

> Source: <https://aiflash.com/news/124711/>
> Published: 2026-09-23 02:30:25+00:00

In this report, we introduce Ovis-Embedding, a state-of-the-art omni-modal embedding family built on native integration of text, image, video, and audio. Instead of assembling separate modality towers, Ovis-Embedding uses a shared multimodal backbone to encode different modalities in a common repres