Tag: vector-search
All the articles with the tag "vector-search".
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Implementing Spatially-Grounded Document Retrieval via Patch-to-Region Propagation
A deep dive into my recent research on spatially-grounded document retrieval using ColPali models and OCR bounding boxes, enabling precise region-level retrieval during inference time and without additional training.
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Snappy: Your Vision Retrieval Buddy!
How Snappy evolved from the nextjs-fastapi-colpali template into a vision-first document retrieval system
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The Most Beautiful RAG: Starring ColPali, Qdrant, Minio and Friends
Updated:An end-to-end, page-level Vision RAG template with ColPali-style embeddings, Qdrant multivector retrieval (with optional binary quantization), and MinIO-backed storage — dockerized and API-first.
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The Most Beautiful RAG: Starring Colnomic, Qdrant, Minio and Friends
Updated:Introducing the first project in my little-scripts monorepo - A simple, yet beautiful RAG implementation using Colnomic, Qdrant and Nomic
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Mapping Worlds into Graphs with Qdrant, Neo4j, RF-DETR, BLIP-2 and Kung Fu
Diving deeper into the GraphRAG rabbit hole, I explore how to transform real-world video data into knowledge graphs using RF-DETR for object detection and BLIP-2 for intelligent entity description - setting the foundation for context-aware retrieval systems.
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