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App README

Multi-Service Vision & Image Search API

FastAPI web service providing end-to-end vision tasks:

  • —Semantic & Hybrid Image Search: Search image datasets using natural text queries, object filters, attributes, and text OCR.
  • —Background Removal: Extract subjects and crop foreground objects using BiRefNet.
  • —Object Detection: Detect objects with bounding boxes using Grounding DINO.
  • —OCR Text Extraction: Extract visible text lines using OCR.
  • —Visual Question Answering & Image Description: Multimodal image captioning and feature extraction using Qwen-VL.

API Endpoints Overview

EndpointMethodDescription
/healthGETSystem status & hardware specs
/search/textPOSTText prompt dataset search
/search/hybridPOSTMulti-attribute & relation search
/search/imagePOSTImage-to-Image visual similarity search
/background-removalPOSTRemove image background & crop object
/detect-objectsPOSTGrounding DINO object detection
/ocrPOSTText line extraction
/analyze-imagePOSTQwen-VL image captioning & description

Explore interactive Swagger documentation at http://localhost:7860/docs or your Hugging Face Space URL /docs.