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Graph-based visual search and scene exploration using computer vision and Neo4j.

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Python FastAPI Neo4j Cypher PyTorch OpenCV Vue.js TypeScript Cytoscape.js Docker

VisualGraph

Graph-based visual search and scene exploration using computer vision and Neo4j.

About

VisualGraph is a project for representing visual scenes as graphs. The initial idea is to detect objects in images, derive spatial relationships between them, and store this information in a Neo4j graph database.

For example, an image may be represented as:

Image
 ├── CONTAINS → Person
 ├── CONTAINS → Dog
 └── CONTAINS → Bicycle

Person ── NEAR ──→ Dog
Person ── LEFT_OF ──→ Bicycle

This graph representation can then be explored and queried using Cypher.

Initial Proposal

The first version of the project will focus on:

  • object detection in images;
  • extraction of bounding boxes and object classes;
  • generation of spatial relationships between detected objects;
  • representation of image scenes as property graphs;
  • persistence and querying with Neo4j;
  • visualization of the generated scene graph.

The initial relationships will be based on geometric information from bounding boxes, such as:

LEFT_OF
RIGHT_OF
ABOVE
BELOW
NEAR
OVERLAPS

Future versions may explore image embeddings, vector search, semantic relationships, and hybrid visual search.

License

This project is licensed under the MIT License.

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Graph-based visual search and scene exploration using computer vision and Neo4j.

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