Definition
The systematic extraction of temporal, visual, and auditory features from video data to create high-dimensional embeddings or metadata for indexing in multimodal RAG systems. It involves an architectural trade-off between frame-sampling density (temporal granularity) and vector storage costs (computational efficiency).
Focuses on semantic ingestion for LLMs and Agents rather than video compression, codecs, or post-production editing.
"A film reel being chopped into a storyboard where every frame has a detailed, searchable text caption printed on the back."
- Multimodal RAG(Parent Architecture)
- Keyframe Extraction(Component)
- Temporal Embeddings(Component)
- Transcription(Prerequisite)
Conceptual Overview
The systematic extraction of temporal, visual, and auditory features from video data to create high-dimensional embeddings or metadata for indexing in multimodal RAG systems. It involves an architectural trade-off between frame-sampling density (temporal granularity) and vector storage costs (computational efficiency).
Disambiguation
Focuses on semantic ingestion for LLMs and Agents rather than video compression, codecs, or post-production editing.
Visual Analog
A film reel being chopped into a storyboard where every frame has a detailed, searchable text caption printed on the back.