#object-detection articles

MAMuhammad Ariel Shakaramiroshaka-ai.hashnode.dev2d ago · 10 min read

Building a Mask Detector with YOLOv8: When "Good on Paper" Wasn't Good Enough

Judging by the validation numbers alone, this mask detection project looks like a straightforward weekend build: train YOLOv8, get a mAP50 above 0.8, done. But the moment it was tested on brand-new st

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MAMuhammad Ariel Shakaramiroshaka-ai.hashnode.dev3d ago · 7 min read

Single Object Detection: Core Concepts and Architecture

Table of Contents Why Single Object Detection What Single Object Detection Actually Is How It Works: From Pixels to Bounding Box Loss Function: Juggling Three Goals at Once Cheat Sheet Up Next i

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YY-NOTynot.hashnode.devAug 19 · 5 min read

[Edge AI.001] IDEA3588 / OrangePi 5 Plus & DEEPX DX-M1/M1M: USB Camera Object Detection Test

Purpose Test AI functionality (Object Detection, AI model - YOLO) by writing Python code in an environment where an On-Device AI module (DX-M1 or DX-M1M) and a USB (UVC) camera are applied on an embed

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IEIyanuoluwa Enoch Okefreecodecamp.orgJul 25 · 14 min read

How to Build a Real-Time Object Detection and Tracking Pipeline with ROS 2 and YOLOv11

If you've ever tried to build a robotics system that can actually see, track, and respond to the world around it, you know that the hard part isn't training a detection model. The hard part is making

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KAKimkpe Arnold Sylvianarnold8kimkpe.hashnode.devJun 17 · 11 min read

Training and Deploying a Custom Bird Detector on the Google Coral Dev Board Micro

Why I Started This Project I have been exploring TinyML and edge AI because I am interested in how machine learning can move from notebooks and cloud servers into real physical devices. It is easy to

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SCSander Crispimsandercrispim.hashnode.devDec 18, 2025 · 5 min read

Computer Vision in Azure

Exam weight: 15–20% Study roadmap for this topic: Image classification Object detection Optical Character Recognition (OCR) Face detection and analysis Computer Vision As the name suggests, computer vision is the ability of AI to “see” and iden...

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MLMario Limarioli.hashnode.devDec 10, 2025 · 7 min read

Prompt Engineering: Bridging Human Knowledge and Machine Understanding for Object and Motion Detection

(Traditional Chinese version here) Prompt engineering is a critical step in building a successful GenAI project. It involves crafting clear, structured, and detailed instructions to help Large Language Models or other AI systems understand your requi...

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PNPhương Nguyễnyolo-model-for-human-counting-systems.hashnode.devDec 7, 2025 · 3 min read

Hướng Dẫn Chọn Phiên Bản YOLO Phù Hợp Cho Đếm Người: Từ YOLOv5 Đến YOLO11

Các Cột Mốc Phát Triển YOLO Phiên bảnNămĐột phá kỹ thuật chínhÝ nghĩaNhóm tác giả YOLOv12016Bộ phát hiện vật thể one-stage đầu tiênMở ra kỷ nguyên one-stage, tốc độ vượt trội so với Faster R-CNNJoseph Redmon YOLOv22017BatchNorm + Anchor Boxes...

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RRIeLgabrielcode.hashnode.devOct 29, 2025 · 4 min read

Pedestrian Anomaly Detection in Real-Time Traffic

Introduction Traffic monitoring in urban environments is evolving from mere recognition to anomaly detection identifying behaviours that deviate from the norm. In this project, we present a system that monitors live CCTV streams of pedestrian zones, ...

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RRIeLgabrielcode.hashnode.devOct 2, 2025 · 6 min read

AI Traffic Detection System: Comprehensive Object Detection and Analysis Platform

Gambaran Umum Proyek AI Traffic Detection System adalah kumpulan aplikasi canggih yang menggunakan model YOLO (You Only Look Once) dan teknologi Computer Vision untuk mendeteksi objek, kendaraan, serta membaca plat nomor secara real-time. Sistem ini ...

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Building a Mask Detector with YOLOv8: When "Good on Paper" Wasn't Good Enough

Single Object Detection: Core Concepts and Architecture

[Edge AI.001] IDEA3588 / OrangePi 5 Plus & DEEPX DX-M1/M1M: USB Camera Object Detection Test

How to Build a Real-Time Object Detection and Tracking Pipeline with ROS 2 and YOLOv11

Training and Deploying a Custom Bird Detector on the Google Coral Dev Board Micro

Computer Vision in Azure

Prompt Engineering: Bridging Human Knowledge and Machine Understanding for Object and Motion Detection

Hướng Dẫn Chọn Phiên Bản YOLO Phù Hợp Cho Đếm Người: Từ YOLOv5 Đến YOLO11

Pedestrian Anomaly Detection in Real-Time Traffic

AI Traffic Detection System: Comprehensive Object Detection and Analysis Platform

#object-detection

Search Hashnode

#object-detection

Explore Hashnode

Trending tags this week

Building a Mask Detector with YOLOv8: When "Good on Paper" Wasn't Good Enough

Single Object Detection: Core Concepts and Architecture

[Edge AI.001] IDEA3588 / OrangePi 5 Plus & DEEPX DX-M1/M1M: USB Camera Object Detection Test

How to Build a Real-Time Object Detection and Tracking Pipeline with ROS 2 and YOLOv11

Training and Deploying a Custom Bird Detector on the Google Coral Dev Board Micro

Computer Vision in Azure

Prompt Engineering: Bridging Human Knowledge and Machine Understanding for Object and Motion Detection

Hướng Dẫn Chọn Phiên Bản YOLO Phù Hợp Cho Đếm Người: Từ YOLOv5 Đến YOLO11

Pedestrian Anomaly Detection in Real-Time Traffic

AI Traffic Detection System: Comprehensive Object Detection and Analysis Platform