← Projects/Computer Vision

Computer Vision Experiments

A running log of detection, classification, and counting systems.

2025·Archived·OpenCV · Object Detection · Image Classification
Computer Vision Experiments

Computer Vision Experiments

Computer Vision has become one of my major areas of exploration. This is the running log of that work.

What I'm exploring

  • Image processing and OpenCV fundamentals.
  • Object detection and image classification.
  • Segmentation and tracking.
  • Dataset preparation, model training, and evaluation.

A practical system

One system I've been building processes a camera feed to detect and count objects in real time. It forces every stage of the workflow to actually work together:

Image → Preprocessing → Detection → Classification → Counting → Visualization

Why this approach

Building the end-to-end loop — rather than only studying one layer — is how computer vision stops being a black box. Each experiment adds one more stage I can trust in production-style conditions.

Status

Ongoing learning area. Connected to my broader interest in Edge AI and real-time computer vision.