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t-Shr/mirage-multimodal-search

sourceHugging Faceupdated 8mo agoView on Hugging Face
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App README

๐Ÿ” MIRAGE: Multimodal Retrieval & Aligned Generation Engine

MIRAGE is a multimodal retrieval system that supports text โ†’ text and image โ†’ image search using deep learning embeddings, FAISS indexing, and a feedback-driven learning loop.

It includes:

  • โ€”Flask backend (model inference + FAISS search)
  • โ€”Streamlit UI (interactive demo)
  • โ€”Feedback collection (๐Ÿ‘ / ๐Ÿ‘Ž)
  • โ€”Analytics-ready logs
  • โ€”Production-safe architecture

๐Ÿš€ Features

  • โ€”๐Ÿ“ Text โ†’ Text Retrieval (BERT embeddings)
  • โ€”๐Ÿ–ผ๏ธ Image โ†’ Image Retrieval (CNN / multimodal embeddings)
  • โ€”โšก Fast FAISS similarity search
  • โ€”๐ŸŽฏ Similarity score in percentage
  • โ€”๐Ÿ‘ / ๐Ÿ‘Ž Feedback collection
  • โ€”๐Ÿ“Š Feedback analytics ready
  • โ€”๐Ÿงช Curl / Python / UI support
  • โ€”๐Ÿ’ป Streamlit demo interface

๐Ÿ—๏ธ Project Structure