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Python Programming Learning Circle
Python Programming Learning Circle
Feb 28, 2022 · Artificial Intelligence

Integrating MobileNet Series into YOLOv4 for Efficient Object Detection

This guide explains how to replace YOLOv4's CSPdarknet53 backbone with MobileNetV1, V2, or V3 networks, detailing the architecture analysis, code implementations, training setup, dataset preparation, and inference procedures for building a lightweight object detection model.

Deep LearningMobileNetPyTorch
0 likes · 26 min read
Integrating MobileNet Series into YOLOv4 for Efficient Object Detection
New Oriental Technology
New Oriental Technology
Nov 9, 2020 · Artificial Intelligence

Understanding YOLOv4 and YOLOv5: Core Elements and Innovations in Object Detection

This article introduces the fundamentals of object detection, explains the latest YOLOv4 and YOLOv5 architectures, and details the essential components—including data preparation, regularization, backbone, neck, and prediction innovations—along with label smoothing and advanced loss functions for improved detection performance.

AIYOLOv4YOLOv5
0 likes · 9 min read
Understanding YOLOv4 and YOLOv5: Core Elements and Innovations in Object Detection