Resources
Articles
- [Customer] Badger Technologies Uses ApertureDB to Solve "Wrong Product" Placement Problems at Scale
- [Partner] Managing Video Data with ApertureDB and Twelve Labs
- [Retail] Transforming Retail and E-commerce with Multimodal AI
- [ApertureData] Are Vector Databases Enough for Visual Data Use Cases?
- [ApertureData] What's in Your Visual Dataset?
- [ApertureData] ApertureDB 2.0: Redefining Visual Data Management for AI
- [ApertureData] Building a Specialized Database for Analytics on Images and Videos
- [ApertureData] Minute-Made Data Preparation with ApertureDB
- [ApertureData] Managing Visual Data for Machine Learning and Data Science. Painlessly.
- [Intel] Seeing Further Down the Visual Cloud Road
- [Intel] Overcoming Visual Analysis Paralysis
- [Intel] Visual Data: Pack Rat to Explorer
Tutorials
- [Datacamp] Simplifying Image Recognition using ApertureDB and Python
- [ApertureData] Working with Entities or Objects
- [ApertureData] Working with Connections or Relationships to build the metadata graph
- [ApertureData] Pre-processing or augmenting visual data on-the-fly
- [ApertureData] Video and clip examples
- [ApertureData] Fundamentals of working with bounding boxes
- [ApertureData] Bounding boxes, polygons, and IoU examples
- [ApertureData] Image Similarity Search
- [ApertureData] Image classification with PyTorch
Videos
- [ApertureData] ApertureData Youtube channel
- [AICamp] Are Vector Databases Enough for Multimodal Data ; [Slides]
- [Intro] Data science challenges in extracting value from image and video based data
- [Business intro] How does a purpose built database for analytics on images and videos benefit your organizations?
- [E-commerce intro] E-commerce Data Science Needs Sophisticated Visual Data Management
- [Demo] Find Matching Faces: Metadata and Vector Search in ApertureDB
- [Demo] How do you find what’s in your image or video datasets?
- [Multimodal Weekly 2023] Are Vector Databases Enough for Visual Data Use Cases? A Demo
- [Data Council 2022] Just Because Your Data Is Unstructured Doesn’t Mean it Should be Onerous.
- [CMU Database Group 2022] ApertureDB: Designing a Purpose-built System for Visual Data and Data Science
Github
- Our Python client repository
Academic Papers
- [Very Large Data Bases 2021 (VLDB 21)] Using VDMS to Index and Search 100M Images
- [Hot Topics in Edge Computing (HotEdge 19)]Navigating the Visual Fog: Analyzing and Managing Visual Data from Edge to Cloud
- [Workshop on Systems for Machine Learning at NIPS 2018] VDMS: An Efficient Big-Visual-Data Access for Machine Learning Workloads
- [Workshop on HotStorage at USENIX ATC 2017] Addressing the Dark Side of Vision Research: Storage