Reading an image sounds trivial. Load file, show window, done.That's what I thought too — until an empty Mat crashed my program in production, and a VideoWriter…
Mastering Opencv 5 io, Reading and saving images and videos
Mastering Opencv 5 installation
When OpenCV 5 was finally released in June 2026, I couldn't wait to try it. It’s almost habit with new release. I have been building Opencv 2, 3, 4.x for years,…
Mastering OpenCV: Image Transformations (Resize, Crop, ROI & Filters)
Mastering OpenCV: Image Transformations (Resize, Crop, ROI & Filters)
After I finally understood cv::Mat and memory behavior, the next step that changed everyth…
Mastering OpenCV: cv::Mat memory (The Foundation I Wish I Knew Earlier)
When I first started working with OpenCV in C++, I thought loading and displaying images would be trivial. I was not thinking about memory, unnecessary copy of Mat…
Why I Stopped Relying on OpenCV’s VideoCapture, And You Should Too
Have you ever spent hours debugging a stuttering 4K stream, only to realize that OpenCV’s cv::VideoCapture was not the best performing option? I’ve been there. For …
FFmpeg 8.1 'Hoare': The End of PCIe Bottlenecks with Vulkan Compute
The Evolution of GPU-Resident Pipelines: A Look at FFmpeg 8.1 "Hoare"Have you ever spent hours waiting for a high-resolution video transcode to finish, on…
Secure Vertex AI: Restrict API Tokens by IP [Tutorial]
Many Generative AI APIs allow you to restrict an API key or token to specific IP addresses, like Vertex AI, Google AI studio. This is a useful security measure that…
C++ OpenCV Object Tracking: Tutorial + Source Code [2025]
Have you ever wondered how a drone stays locked on a hiker or how a smart camera follows a person across a room? Lets track objects with OpenCV in C++. Object track…