A comprehensive review and a taxonomy of edge machine learning: Requirements, paradigms, and techniques

W Li, H Hacid, E Almazrouei, M Debbah - AI, 2023 - mdpi.com
The union of Edge Computing (EC) and Artificial Intelligence (AI) has brought forward the
Edge AI concept to provide intelligent solutions close to the end-user environment, for …

A review of object detection: Datasets, performance evaluation, architecture, applications and current trends

W Chen, J Luo, F Zhang, Z Tian - Multimedia Tools and Applications, 2024 - Springer
Object detection is one of the most important and challenging branches of computer vision,
whose main task is to classify and localize objects in images or videos. The development of …

An improved YOLOv5 underwater detector based on an attention mechanism and multi-branch Reparameterization module

J Zhang, H Chen, X Yan, K Zhou, J Zhang, Y Zhang… - Electronics, 2023 - mdpi.com
Underwater target detection is a critical task in various applications, including environmental
monitoring, underwater exploration, and marine resource management. As the demand for …

[HTML][HTML] Amfef-detr: An end-to-end adaptive multi-scale feature extraction and fusion object detection network based on uav aerial images

S Wang, H Jiang, J Yang, X Ma, J Chen - Drones, 2024 - mdpi.com
To address the challenge of low detection accuracy and slow detection speed in unmanned
aerial vehicle (UAV) aerial images target detection tasks, caused by factors such as complex …

Multi-Scale Fusion Uncrewed Aerial Vehicle Detection Based on RT-DETR

M Zhu, E Kong - Electronics, 2024 - mdpi.com
With the rapid development of science and technology, uncrewed aerial vehicle (UAV)
technology has shown a wide range of application prospects in various fields. The accuracy …

[HTML][HTML] Improved RT-DETR for Infrared Ship Detection Based on Multi-Attention and Feature Fusion

C Liu, Y Zhang, J Shen, F Liu - Journal of Marine Science and …, 2024 - mdpi.com
Infrared cameras form images by capturing the thermal radiation emitted by objects in the
infrared spectrum, making them complex sensors widely used in maritime surveillance …

[HTML][HTML] DHQ-DETR: Distributed and High-Quality Object Query for Enhanced Dense Detection in Remote Sensing

C Li, J Zhang, B Huo, Y Xue - Remote Sensing, 2025 - mdpi.com
With the widespread application of remote sensing technologies and UAV imagery in
various fields, dense object detection has become a significant and challenging task in …

Even-Order Taylor Approximation-Based Feature Refinement and Dynamic Aggregation Model for Video Object Detection

L Chen, J Li, Y Li, Q Zhao - Electronics, 2023 - mdpi.com
Video object detection (VOD) is a sophisticated visual task. It is a consensus that is used to
find effective supportive information from correlation frames to boost the performance of the …

A novel transformer-based adaptive object detection method

S Su, R Chen, X Fang, T Zhang - Electronics, 2023 - mdpi.com
To accurately detect multi-scale remote sensing objects in complex backgrounds, we
propose a novel transformer-based adaptive object detection method. The backbone …

Fittings Detection Method Based on Multi-Scale Geometric Transformation and Attention-Masking Mechanism

N Wang, K Zhang, J Zhu, L Zhao, Z Huang, X Wen… - Sensors, 2023 - mdpi.com
Overhead transmission lines are important lifelines in power systems, and the research and
application of their intelligent patrol technology is one of the key technologies for building …