Hugging Face BlogMar 16, 2022, 12:00 AM

使用 🤗 Datasets 進行圖像搜尋

Original: Image search with 🤗 datasets

In the field of computer vision, image search (also known as image-to-image search) is a core technology. Hugging Face's official blog…

Hugging Face 介紹了如何使用其 datasets 庫來實現圖像搜尋系統。透過整合預訓練的視覺模型(如 CLIP)來提取圖像的特徵向量(embeddings),並利用內建的 FAISS 索引功能,開發者可以輕鬆對大規模圖像數據集進行高效的相似度檢索。這為以圖搜圖、多模態檢索等應用提供了極為簡便的實作路徑。

In the field of computer vision, image search (also known as image-to-image search) is a core technology. Hugging Face's official blog provides a detailed introduction to how to build an efficient image search system with minimal code by combining the powerful `datasets` library with `transformers` and FAISS vector retrieval technology.

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