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【Let’s Take AI Model Development to the Next Level】 “Retraining Object Detection Models” https://lnkd.in/gPiEcnJv Here, we will guide you through the process of training an object detection model (Nanodet) using the OpenSource Dataset💁 ★Tutorial includes ・Dataset setup ・Nanodet repo setup ・Nanodet model setup ・Training ・Quantization using Model Compression Toolkit ・COCO evaluation ・Visualization ・Conversion Enable your GPU and let’s get started with the tutorial! Please see the link above for details📒 #AITRIOS #Sony #AIModel #AIDevelopment

【Build a Parking Monitoring Project with Raspberry Pi and Edge AI】   It is time for another community project to help you try, learn, and build with the Raspberry Pi AI Camera and AITRIOS💁   This project uses a Raspberry Pi AI Camera to monitor parking spaces in real time using an object detection model. You can define parking zones, and the system detects vehicles entering those areas to automatically mark spaces as occupied or free🚙   Full tutorial🔗 https://lnkd.in/gS8GxeAm   #RaspberryPi #EdgeAI #VisionAI #SmartCity #AITRIOS #Sony

◆Sample Application：Smart Factory◆ https://lnkd.in/g8fmmzCV Let us introduce an application that uses object classification to analyze production line performance with high accuracy in real time💁 By automating object identification and quality checks, it helps improve productivity. When anomalies are detected, operators are notified, enabling rapid resolution and minimizing downtime✨ Check out the code on GitHub via the link above 🔗 #AITRIOS #Sony #EdgeAI #AIApplication #IMX500

📖Tutorials 【Model optimization】 https://lnkd.in/gTvESxyp Let's learn how to quickly quantize pre-trained models using post-training quantization techniques for MCT! We'll guide you through the optimization methods for both Keras and PyTorch models. Check it out on GitHub via the link above👀✨ #AITRIOS #Sony #AIDevelopment #AIModel

【Build a PPE Compliance Detection Project with Raspberry Pi and AITRIOS】   We’re sharing another community project to help you try, learn, and build with the Raspberry Pi AI Camera and AITRIOS.   This project uses a Raspberry Pi AI Camera to detect whether workers are wearing required personal protective equipment (PPE) in real time. Using an object detection model and tracking, the system can identify people and safety gear and monitor compliance automatically👀   The result is a practical edge-AI project for workplace safety monitoring — all running locally on Raspberry Pi💁   🔗Full tutorial: https://lnkd.in/grgqAifF #RaspberryPi #EdgeAI #VisionAI #AITRIOS #Sony

Let's advance AI model development further! 【Retrain classification models】 https://lnkd.in/g6TDNWvn To further advance your AI project, let's proceed with retraining and tuning models optimized for your solution! Here, we explain the steps to create and train an image classification model for deployment on the Raspberry Pi AI Camera💁 Let's walk through the tutorial step by step, covering dataset setup, model training, quantization, and more. Check the details at the link above (GitHub)! #AITRIOS #Sony #AIModel #Developer

【Build a Workout Monitoring Project with Raspberry Pi and AITRIOS】   We’re sharing another community project to help you try, learn, and build with the Raspberry Pi AI Camera and AITRIOS.   This project uses a Raspberry Pi AI Camera and a pose estimation model to monitor workout exercises in real time, tracking body movements and counting repetitions automatically. The system can recognize exercises such as push-ups, squats, pull-ups, and ab workouts while providing visual feedback on form and movement stages💪   The result is a lightweight, edge-AI project for fitness tracking, activity monitoring, and real-time motion analysis — all running locally on Raspberry Pi.   🔗Full tutorial: https://lnkd.in/gmup6gUr   #RaspberryPi #EdgeAI #VisionAI #AITRIOS #Sony

◆Sample Application：Smart Facility◆ https://lnkd.in/gqZduTqD Introducing a system designed to match duplicate objects using the Raspberry Pi AI Camera equipped with the IMX500💁 Even with overlapping objects, the AI model reliably detects and tracks them✨ Here, we present a sample that detects people wearing high-visibility vests. Check out the code on GitHub via the link above 🔗 #AITRIOS #Sony #EdgeAI #AIApplication #IMX500

【Build a Queue Monitoring Project with Raspberry Pi and AITRIOS】   We’re sharing another community project to help you try, learn, and build with the Raspberry Pi AI Camera and AITRIOS💁   This project uses a Raspberry Pi AI Camera to monitor queues in real time using an object detection AI model to count people within a defined area. The system tracks queue size over time and enables insights such as waiting trends and peak usage periods👀 The result is a lightweight, edge-AI project for smart space monitoring and real-time people analytics — all running locally on Raspberry Pi.   🔗Full tutorial: https://lnkd.in/gm8b6jBC   #RaspberryPi #EdgeAI #VisionAI #AITRIOS #Sony Queue Monitoring using Raspberry Pi AI Camera This project demonstrates how a queue can be monitored using the Raspberry Pi AI Camera with a object detection AI model. Find this and other hardware projects on Hackster.io.

＼AITRIOS's Customer Case Studies／ 【How Leading Companies Utilize Vision AI】 https://lnkd.in/gP6GevPc AITRIOS's Vision AI is utilized across various fields including retail, logistics, and smart cities. This site showcases case studies from some of our customers who have implemented the solution. Please visit the link above to see actual implementation cases and discover how Vision AI delivers value💁 #AITRIOS #VisionAI #CaseStudies #Sony