Image-based video search, as the name suggests, is to take an image and search the video database for videos containing similar shots. A key step in image-based video search is video vectorization, which involves extracting key frames from the video and performing feature extraction for each frame, converting it into a structured vector. At this … Read more
Introduction With the development of large models, vector databases have also ushered in broader application prospects. They not only assist large models in inference acceleration but also save costs for users. Moreover, vector databases are an effective means to address the limitations of large models. As a result, more and more large model deployment projects … Read more
How to Build a Face Recognition Application from Scratch? Try the combination of native Java AI algorithm: EasyAi + Milvus. The software and tools used in this article include: EasyAi: Face feature vector extraction Milvus: Vector database for efficient storage and retrieval of data. 01. EasyAi: The Most Popular Java AI Algorithm Framework in China … Read more
Since its open-source release on October 15, 2019, Milvus has evolved from version 0.5.0 to the current version 0.10.2, going through numerous updates in between. Many users may have the following questions: Which versions can be smoothly upgraded? How to perform a smooth upgrade between compatible versions? Additionally, some users may conduct functional testing in … Read more
Milvus Data Segment Merge Mechanism If you missed the previous article, you can click the title to review. | Query Request Queue The connection layer of Milvus uses gRPC to provide RPC services externally, and the oatpp framework to provide RESTful services. The maximum number of connections in the server’s gRPC connection pool is set … Read more
Introduction This article mainly introduces how BIGO, a video live-streaming company with 400 million global users, utilizes the vector search engine Milvus for deduplication of massive short videos. With the acceleration provided by the Milvus vector search engine, BIGO’s short video product Likee can control each search within 200ms while ensuring a high recall rate. … Read more
✏️ Author Introduction: Huang Wei, Senior R&D Engineer at Trend Micro (China) Preliminary Research Trend Micro is a global leader in information security software, providing security solutions for software vendors and individual users worldwide. The author of this article is currently responsible for building mobile security apps and developing infrastructure. The workflow involves scraping external … Read more
Milvus is an open-source vector similarity search engine that supports the use of various AI models to vectorize unstructured data and provides search services for vector data. Milvus integrates widely used vector indexing libraries such as Faiss and Annoy, allowing developers to choose different indexing types for different scenarios. Using Milvus, one can develop a … Read more
The combination of AI and smart healthcare is an inevitable trend for future development. In recent years, the National Health Commission has promoted smart healthcare and AI technologies, such as intelligent triage, pre-consultation, and diagnostic assistance, to improve the efficiency of medical services and the accuracy of diagnoses, enhancing the patient experience. Quanzhentong is a … Read more
Milvusdm (Milvus Data Migration) is a data migration tool developed for Milvus, supporting the transfer of Milvus data as well as the import and export of data files: Faiss to Milvus: Import uncompressed Faiss files into Milvus HDF5 to Milvus: Import HDF5 formatted files into Milvus Milvus to Milvus: Support data migration between Milvus instances … Read more