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README.md

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-title: Coin CLIP Retrieval
+title: USA Coin Retrieval
 emoji: 🪙
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 pinned: false
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-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+This demo is powered by **[Coin-CLIP](https://huggingface.co/breezedeus/coin-clip-vit-base-patch32)** `breezedeus/coin-clip-vit-base-patch32`,
+which is built upon OpenAI's **[CLIP](https://huggingface.co/openai/clip-vit-base-patch32) (ViT-B/32)** model and fine-tuned on
+a dataset of more than `340,000` coin images using contrastive learning techniques. This specialized model is designed to significantly improve feature extraction for coin images, leading to more accurate image-based search capabilities. Coin-CLIP combines the power of Visual Transformer (ViT) with CLIP's multimodal learning capabilities, specifically tailored for the numismatic domain.
+
+**Key Features:**
+- State-of-the-art coin image retrieval;
+- Enhanced feature extraction for numismatic images;
+- Seamless integration with CLIP's multimodal learning.
+
+More information on Coin-CLIP can be found on Github: 
+- [https://github.com/breezedeus/coin-clip](https://github.com/breezedeus/coin-clip)