📰 Medium · Machine Learning

Introduction: The Data Scarcity Bottleneck Continue reading on Medium »

How mobile vision models can map broken footpaths, illegal construction debris (Malba), and accessibility barriers in Indian metros. Continue reading on Medium

From self-driving cars to real-time surveillance, object detection is at the core of modern computer vision — and YOLOv8 is leading that… Continue reading on Me

A YOLOv8 + ByteTrack pipeline for real-time pedestrian counting, and the two bugs that almost made its numbers meaningless. Continue reading on Medium »

You have a CPU you researched for three weeks. You have 32 gigs of RAM running at a speed you found in a forum post and now defend like… Continue reading on Med

Thousands of people. Hundreds of cameras. One question: Can technology identify you in a crowd? Continue reading on Medium »

Every CV project eventually reaches a moment where someone has to decide: is this good enough to ship? Not “is it perfect” — nothing is… Continue reading on Med

Learn how to build an object detection system that locates and classifies dice using CNN-based feature extraction, bounding box regression… Continue reading on

Building measurable spatial intelligence from monocular video with Depth Anything 3, SAM 3, calibrated cameras, and deterministic geometry Continue reading on M

Artificial Intelligence is no longer just about recognizing objects — it’s about understanding movement, behavior, and interaction. Continue reading on Medium »

As someone new to computer vision, I wanted to build a project that would expose me to the complete deep learning workflow — from… Continue reading on Medium »

In 2019, my final-year project partner, Ayesha Alhashemi, and I worked together to build a robot for our Bachelor of Software Engineering… Continue reading on M

Abstract. The forward pass turns pixels into a prediction; this final part runs the same path backwards — how a single number, the loss… Continue reading on Med

Why “Backbone,” “Embedding,” and “Prior” Feel Like a Foreign Language Even After Years in the Field Continue reading on Medium »

Learn what YOLOv8 is, why it was created, how it detects multiple objects in a single image, and how it differs from a traditional CNN —… Continue reading on Me

In our previous deep dive, we explored Local Binary Pattern (LBP) — the lightweight champion of micro-texture analysis. Running relative… Continue reading on Me

A look at where a local, open-source computer-vision workflow makes sense — and where a managed cloud platform still has the advantage Continue reading on Mediu

Artificial Intelligence is changing the way businesses work and one of the exciting new things is Vision AI. Of using people to check… Continue reading on Mediu

From unlocking your phone to helping doctors analyze medical scans, Computer Vision is quietly transforming the way machines interact with… Continue reading on

A simple yet very powerful hand-designed visual descriptor used to summarise the texture and local spatial structure of an image. Continue reading on Medium »

We take sight for granted. A glance down a crowded street and we instantly know who’s who, what’s moving, and what to avoid. Getting a… Continue reading on Medi

This guide covers the mathematical and practical foundations unique to 3D vision — concepts not found in 2D computer vision or general… Continue reading on Medi

I spent the first real chunk of my career living inside OpenCV. Continue reading on Medium »

The terms “machine vision” and “computer vision” are frequently used interchangeably across vendor documentation, technical literature… Continue reading on Medi