Foundations

Computer Vision

Object detection, segmentation, YOLO, CLIP, and vision-language models

3,698
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CV Basics
beginner
Classify images with a pre-trained CNN
Modern CV Models
intermediate
Run YOLO for real-time object detection
Generative CV
advanced
Build a Stable Diffusion inference pipeline
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Understanding CNNs: The Moment AI Started Making Sense
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 1d ago
Understanding CNNs: The Moment AI Started Making Sense
When I first started learning Artificial Intelligence, I kept seeing three letters everywhere: Continue reading on Medium »
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Satellite Image Annotation: Key Challenges and Best Practices
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 4d ago
Satellite Image Annotation: Key Challenges and Best Practices
Satellite imagery is now a major data source for AI-driven applications in urban planning, disaster management, agriculture, environmental… Continue reading on
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Computer Vision Consulting Company: Do You Need One in 2026?
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 1w ago
Computer Vision Consulting Company: Do You Need One in 2026?
Before writing a single line of code, most successful computer vision projects start with a question that has nothing to do with… Continue reading on Medium »
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Computer Vision Consulting Company: Do You Need One in 2026?
Medium · Startup 👁️ Computer Vision ⚡ AI Lesson 1w ago
Computer Vision Consulting Company: Do You Need One in 2026?
Before writing a single line of code, most successful computer vision projects start with a question that has nothing to do with… Continue reading on Medium »
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The Blueprint of the Autonomous Mind: A Breakdown of Self-Driving Car Components
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 1w ago
The Blueprint of the Autonomous Mind: A Breakdown of Self-Driving Car Components
1. Introduction: Replacing the Human Driver Continue reading on Medium »
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Two wrong ways to pick keyframes, and the function that uses both
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 1w ago
Two wrong ways to pick keyframes, and the function that uses both
A fixed stride straddles every cut. Scene cuts alone leave long shots unsampled. The fix is to let one decide structure and the other… Continue reading on Mediu
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Medium · Machine Learning 👁️ Computer Vision 2w ago
Day 6: Weight Clipping — WGAN’s First Attempt at Stability
By Day 5, I understood why WGAN uses a Critic instead of a traditional Discriminator. Continue reading on Medium »
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Medium · Deep Learning 👁️ Computer Vision 2w ago
Day 6: Weight Clipping — WGAN’s First Attempt at Stability
By Day 5, I understood why WGAN uses a Critic instead of a traditional Discriminator. Continue reading on Medium »
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Why RASTER Data in SQL More Powerful Than You Think (And How to Master Them)
Medium · Data Science 👁️ Computer Vision 2w ago
Why RASTER Data in SQL More Powerful Than You Think (And How to Master Them)
How raster data enables powerful spatial analysis, modeling, and visualization directly within SQL workflows Continue reading on Medium »
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Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Generating Procedural Synthetic Datasets for Industrial Computer Vision Pipelines
Introduction: The Data Scarcity Bottleneck Continue reading on Medium »
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Medium · Data Science 👁️ Computer Vision ⚡ AI Lesson 2w ago
Generating Procedural Synthetic Datasets for Industrial Computer Vision Pipelines
Introduction: The Data Scarcity Bottleneck Continue reading on Medium »
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Reddit r/deeplearning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Key Point Detection - Basketball court
Hello everyone, I'm trying to explore methods to detect keypoints on a basketball court in a 15 to 20 second basketball video clip. I've seen one solution by ro
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System Design Blueprint: Automated Footpath Encroachment & Accessibility Auditor
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
System Design Blueprint: Automated Footpath Encroachment & Accessibility Auditor
How mobile vision models can map broken footpaths, illegal construction debris (Malba), and accessibility barriers in Indian metros. Continue reading on Medium
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Reddit r/deeplearning 👁️ Computer Vision ⚡ AI Lesson 2w ago
[For Sale] 1,500+ image dataset of object deformation (before/after pairs) — looking for CV/ML researchers or buyers
Hi all, I've put together a dataset of 1,500+ paired before/after images capturing object deformation — dents, crushing, and structural damage across a range of
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Background Removal with rembg and U²-Net: A Complete, Practical Guide
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Background Removal with rembg and U²-Net: A Complete, Practical Guide
Removing the background from an image used to mean opening an editor, tracing around the subject, and cleaning up the edges by hand. As of… Continue reading on
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From Smartphone Images to 3D Object Segmentation with Gaussian Splatting
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
From Smartphone Images to 3D Object Segmentation with Gaussian Splatting
A practical journey from depth estimation and 3D reconstruction to semantic understanding Continue reading on Medium »
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️ Computer Vision Explained: How AI Sees and Understands the World
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
️ Computer Vision Explained: How AI Sees and Understands the World
How AI learns to see, understand, and reason about the visual world—from Face ID to Multimodal AI. Continue reading on Medium »
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La computadora más simple del mundo: memoria, registros y otras cosa (Tu primer emulador parte 2)
Medium · JavaScript 👁️ Computer Vision ⚡ AI Lesson 2w ago
La computadora más simple del mundo: memoria, registros y otras cosa (Tu primer emulador parte 2)
En la parte anterior quedamos en que una computadora es una máquina tonta que ejecuta instrucciones en círculo. Hoy vamos a construirle el… Continue reading on
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Teaching Computers to See the World with OpenCV
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 2w ago
Teaching Computers to See the World with OpenCV
If you’ve ever wondered how Instagram applies filters in real time, how your phone unlocks with your face, or how a self driving car… Continue reading on Medium
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YOLOv8 Explained: A Practical Guide to the World’s Most Popular Object Detection Model
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
YOLOv8 Explained: A Practical Guide to the World’s Most Popular Object Detection Model
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
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YOLOv8 Explained: A Practical Guide to the World’s Most Popular Object Detection Model
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
YOLOv8 Explained: A Practical Guide to the World’s Most Popular Object Detection Model
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
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CNNs explained without the Complex Math
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
CNNs explained without the Complex Math
How a machine learned to see and why it thinks the way you do Continue reading on Medium »
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From Manual Colony Measurements to an Open-Source Robotic Imaging Pipeline
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 2w ago
From Manual Colony Measurements to an Open-Source Robotic Imaging Pipeline
How I replaced a repetitive laboratory workflow with an open-source robot, a computer vision pipeline, and a validated deep learning model Continue reading on T
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Building an AI That Counts People in Real Time — Without Lying to Itself
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Building an AI That Counts People in Real Time — Without Lying to Itself
A YOLOv8 + ByteTrack pipeline for real-time pedestrian counting, and the two bugs that almost made its numbers meaningless. Continue reading on Medium »
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Building an AI That Counts People in Real Time — Without Lying to Itself
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 2w ago
Building an AI That Counts People in Real Time — Without Lying to Itself
A YOLOv8 + ByteTrack pipeline for real-time pedestrian counting, and the two bugs that almost made its numbers meaningless. Continue reading on Medium »
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D4RT Turns Dynamic Scene Reconstruction Into a Point Query
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
D4RT Turns Dynamic Scene Reconstruction Into a Point Query
The CVPR 2026 Best Paper unifies depth, point clouds, camera pose, and 3D tracks behind one five-index interface. It gains speed by… Continue reading on Medium
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Your $3,000 Windows 11 PC Is Being Strangled by a C: Drive You’ve Never Once Looked At
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Your $3,000 Windows 11 PC Is Being Strangled by a C: Drive You’ve Never Once Looked At
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
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Modern Computer Vision Explained: Object Detection, Foundation Models, and Vision-Language AI
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
Modern Computer Vision Explained: Object Detection, Foundation Models, and Vision-Language AI
When I first started learning Computer Vision, I assumed every vision model had the same objective: detect objects in an image. Continue reading on Medium »
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YOLOv8 A Complete Beginner’s Guide to Real-Time Object Detection with Python
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 2w ago
YOLOv8 A Complete Beginner’s Guide to Real-Time Object Detection with Python
Author: Saqib Ali Continue reading on Medium »
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You may not know it… but a camera can identify you in seconds.
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
You may not know it… but a camera can identify you in seconds.
Thousands of people. Hundreds of cameras. One question: Can technology identify you in a crowd? Continue reading on Medium »
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Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
The Scarce Resource on a Computer Vision Team Isn’t Talent. It’s Confidence.
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
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Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
The Scarce Resource on a Computer Vision Team Isn’t Talent. It’s Confidence.
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
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Dice Object Detection Using an RCNN-Inspired Deep Learning Model with TensorFlow
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Dice Object Detection Using an RCNN-Inspired Deep Learning Model with TensorFlow
Learn how to build an object detection system that locates and classifies dice using CNN-based feature extraction, bounding box regression… Continue reading on
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Dice Object Detection Using an RCNN-Inspired Deep Learning Model with TensorFlow
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Dice Object Detection Using an RCNN-Inspired Deep Learning Model with TensorFlow
Learn how to build an object detection system that locates and classifies dice using CNN-based feature extraction, bounding box regression… Continue reading on
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Computational Pathology: AI That Sees What the Human Eye Misses in Cancer Slides
Medium · Data Science 👁️ Computer Vision 3w ago
Computational Pathology: AI That Sees What the Human Eye Misses in Cancer Slides
Continue reading on Medium »
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18. Per-Scene Optimization vs. Feed-Forward Inference: Two Ways to Reconstruct a 3D Scene
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
18. Per-Scene Optimization vs. Feed-Forward Inference: Two Ways to Reconstruct a 3D Scene
Two families of methods currently dominate 3D reconstruction from images, and they are built on opposite assumptions. Continue reading on Medium »
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I built a jumping jack counter with pose estimation — here’s what actually broke, and how I fixed…
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 3w ago
I built a jumping jack counter with pose estimation — here’s what actually broke, and how I fixed…
Counting reps sounds trivial until you try to make it work on a real phone video. This post walks through how I built a jumping jack… Continue reading on Medium
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A Depth Map Is Not a World Model
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
A Depth Map Is Not a World Model
Building measurable spatial intelligence from monocular video with Depth Anything 3, SAM 3, calibrated cameras, and deterministic geometry Continue reading on M
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Understanding Before Modeling: A Deep Dive into the Magnetic Tile Surface Defect Dataset
Medium · Data Science 👁️ Computer Vision ⚡ AI Lesson 3w ago
Understanding Before Modeling: A Deep Dive into the Magnetic Tile Surface Defect Dataset
This is the first blog in an upcoming series documenting the build of a computer vision project — from raw data to a complete webapp… Continue reading on Toward
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Understanding Before Modeling: A Deep Dive into the Magnetic Tile Surface Defect Dataset
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Understanding Before Modeling: A Deep Dive into the Magnetic Tile Surface Defect Dataset
This is the first blog in an upcoming series documenting the build of a computer vision project — from raw data to a complete webapp… Continue reading on Toward
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Trinket is Dying, Long Live VPython: Modern Physics Electrostatic Visualizations in the Browser
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 3w ago
Trinket is Dying, Long Live VPython: Modern Physics Electrostatic Visualizations in the Browser
If you know me, you know I love VPython — the module that brings 3D graphics and other stuff into python. In short, this simple coding… Continue reading on Medi
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Klasifikasi Gambar dengan CNN — Part 3
Medium · Deep Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Klasifikasi Gambar dengan CNN — Part 3
Sebelum kita melanjutkan tutorial, ada baiknya kita mengetahui dulu istilah-istilah yang akan digunakan di step berikutnya. Pada postingan… Continue reading on
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Keypoint Annotation That Makes Your AI See Like a Human
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Keypoint Annotation That Makes Your AI See Like a Human
Artificial Intelligence is no longer just about recognizing objects — it’s about understanding movement, behavior, and interaction. Continue reading on Medium »
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Detecting Facial Keypoints in Real Time Using CNNs and OpenCV
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
Detecting Facial Keypoints in Real Time Using CNNs and OpenCV
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 »
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Detecting Facial Keypoints in Real Time Using CNNs and OpenCV
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 3w ago
Detecting Facial Keypoints in Real Time Using CNNs and OpenCV
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 »
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The floating head problem, and the tiny networks that fix it
Medium · Python 👁️ Computer Vision ⚡ AI Lesson 3w ago
The floating head problem, and the tiny networks that fix it
Why LivePortrait glues an animated face back onto still shoulders with three small MLPs that predict keypoint deltas, and what that… Continue reading on Medium
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In one California town, Flock misread license plates in 71% of the alerts it sent to police
Reddit r/singularity 👁️ Computer Vision ⚡ AI Lesson 3w ago
In one California town, Flock misread license plates in 71% of the alerts it sent to police
<img src="https://external-preview.redd.it/48O_zdVJxUja8h0v1Tbc_uFcOljNsRuH4TqRPv_c-o8.jpeg?width=640&crop=smart&auto=webp&s=3ecd4cba5660f0643a6cf34
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What My Final-Year Facial Recognition Project Taught Me Six Years Later
Medium · Machine Learning 👁️ Computer Vision ⚡ AI Lesson 3w ago
What My Final-Year Facial Recognition Project Taught Me Six Years Later
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
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