AI Engineer

A collection of 133 posts
EfficientDet vs YOLOv12: Which Object Detection Model Is Best for Your Needs?
EfficientDet

EfficientDet vs YOLOv12: Which Object Detection Model Is Best for Your Needs?

Object detection is a foundational task in computer vision, underpinning numerous applications, including surveillance, autonomous navigation, and industrial automation. Two preeminent models in this domain are EfficientDet and YOLOv12. EfficientDet, predicated on the EfficientNet backbone, is renowned for its computational efficiency and robust accuracy. Conversely, YOLOv12, a progression of the
3 min read
Run YOLOv12 on Windows: Step-by-Step Installation Guide
AI

Run YOLOv12 on Windows: Step-by-Step Installation Guide

YOLOv12 represents a cutting-edge advancement in object detection, integrating attention mechanisms to enhance detection accuracy while maintaining the computational efficiency characteristic of previous YOLO iterations. This guide delineates the procedural framework for configuring, training, and deploying YOLOv12 on a Windows-based system, encompassing installation protocols, dataset preparation, model training, and inference
3 min read