CV Brief · Sunday, 7 June 2026
CV Brief
Tutorials & Guides
Video Intelligence Platform Architecture: Searchable Video at Scale
Deep dive into LuminaCore AI's system design for indexing and searching video content using computer vision. Directly applicable for practitioners building video analysis, surveillance, or media management systems.
Read more →Getting Started in CV/ML
Monocular Depth Estimation: Single Image 3D Reconstruction
Guide to extracting depth information from single RGB images without stereo pairs. Covers fundamental techniques for monocular depth prediction, a core capability for robotics, autonomous systems, and 3D reconstruction pipelines.
Read more →CNN Architecture Fundamentals: Filters to Objects in Practice
Explains how convolutional layers progressively extract features from edges to semantic objects through filter operations. Essential reference for practitioners designing and debugging CNN-based vision models.
Read more →When setting up train/val/test splits: split by scene or location, not just randomly by image. Random splits from the same video = data leakage and falsely high validation accuracy.