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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jul 25, 2023 · Artificial Intelligence

Building a Reverse Image Search Engine with Geometric Distance, ResNet Feature Embeddings, Clustering, and Milvus Vector Database

This article walks through implementing a reverse image search system, starting with simple pixel‑based geometric distance, then improving accuracy using ResNet‑derived feature embeddings, accelerating queries with K‑means clustering, and finally deploying a Milvus vector database for fast, scalable similarity retrieval.

Feature ExtractionMilvusResNet50
0 likes · 17 min read
Building a Reverse Image Search Engine with Geometric Distance, ResNet Feature Embeddings, Clustering, and Milvus Vector Database
Hujiang Technology
Hujiang Technology
Jun 18, 2017 · Artificial Intelligence

Using Apple Core ML for On‑Device Machine Learning: A Practical Guide with ResNet‑50 Example

Core ML is Apple’s on‑device machine‑learning framework that integrates deep‑learning, decision‑tree, SVM and linear models into iOS apps, leveraging Accelerate, BNNS and Metal Performance Shaders, and the article demonstrates its use with a ResNet‑50 model, Vision APIs, and complete Objective‑C code.

Core MLObjective-CResNet50
0 likes · 6 min read
Using Apple Core ML for On‑Device Machine Learning: A Practical Guide with ResNet‑50 Example