#Vector Search

Zero-Shot and Few-Shot Learning in Video Surveillance: CLIP Embeddings and Open-Vocabulary Object Search Across Distributed CCTV Streams

An academic formulation of open-vocabulary forensic search across distributed CCTV streams using Contrastive Language-Image Pretraining (CLIP), vector databases (HNSW indexing), and zero-shot cross-modal retrieval.