SEII-YOLO: a lightweight enhanced object detection model for substation equipment infrared images with applications in IoT embedded devices

XLiteYOLOv12: a lightweight framework for real-time hazardous object detection

The YOLOv12 network is adopted as the baseline model and the ADown module is introduced to improve downsampling efficiency while maintaining lightweight performance, and the BN-CGLU is incorporated into the A2C2f module to enhance the model’s nonlinear representation capability.

Industrial multi-object detection for automotive battery manufacturing using a CBAM-enhanced YOLOv5 framework

The mixing stage of automotive battery production requires reliable monitoring of raw material types, personnel actions, and correct tool use. However, accurate multi-scale object detection in complex scenes remains challenging because of background interference and the requirements of embedded deployment and real-time...

SODA-Net: A Lightweight Small Object Detection Network for Drone-Based Optical Sensor Systems

The widespread deployment of drone-based optical sensor systems in environmental monitoring, traffic management, and security surveillance has made small object detection a critical task in aerial sensing. However, the sensor-captured objects are typically small, low-resolution, and frequently occluded, posing challeng...

SOEM-DETR: an efficient real-time drone infrared image photovoltaic defect detection model

Improving Image Object Recognition Accuracy in V2X Environments Using the CBAM-MobileNet Model

Addressing the issue of low object recognition accuracy in real-time intelligent vehicle-to-everything (V2X) environments, where sparse information and severe occlusion of small objects often degrade perception performance, this paper proposes an engineered lightweight detection framework based on YOLOv8s. Reliable obj...

AN ATTENTION-INTEGRATED YOLO11-S MODEL FOR OBJECT DETECTION IN SATELLITE IMAGERY: PERFORMANCE ANALYSIS AND COMPARISON

As remote sensing technologies improve, we are now able to look at the Earth from different points of view. These technologies have enabled major changes in many areas. High-resolution satellite images have enabled progress in civilian and military applications such as environmental monitoring, disaster management, and...