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
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
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
In the past two years, multi-task learning has been gradually replacing traditional single-task learning and becoming a mainstream research direction in the field of artificial intelligence. The reason is that multi-task learning allows us to gain as much AI capability as possible with minimal human input. For example, ChatGPT is a natural language generation model … 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
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
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
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
The field of new drug development has long been known for its lengthy timelines, high costs, significant risks, and low return on investment. The average development cost for a new drug has reached $2.6 billion, with an average time frame of ten years. Despite such high R&D costs and prolonged timelines, there is no guarantee … Read more
Recently, Milvus released version 2.2.6, which has become increasingly stable after fixing some bugs. In fact, since upgrading to version 2.X, we have been working hard to improve and optimize, launching new features such as batch importing data from files, disk-based Approximate Nearest Neighbor (ANN) indexing algorithms, non-stop rolling upgrades, Coordinator HA (High Availability), resource … Read more