FLEDNet: Enhancing the Drone Classification in the Radio Frequency Domain

FLEDNet: Enhancing the Drone Classification in the Radio Frequency Domain

Researchers are actively pursuing advancements in convolutional neural networks and their application in anti-drone systems for drone classification tasks. Our study investigates the hypothesis that the accuracy of drone classification in the radio frequency domain can be enhanced through a hybrid a...

Full description

Saved in:

Bibliographic Details
Main Authors:	Boban Sazdic-Jotic, Milenko Andric, Boban Bondzulic, Slobodan Simic, Ivan Pokrajac
Format:	Article
Language:	English
Published:	MDPI AG 2025-03-01
Series:	Drones
Subjects:	classification convolutional neural network convolutional recurrent neural network detection drone edge detection
Online Access:	https://www.mdpi.com/2504-446X/9/4/243
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DroneSilient (drone + resilient): an anti-drone system
by: Meghna Manoj Nair, et al.
Published: (2024-10-01)

Damage Detection in Structural Health Monitoring using Hybrid Convolution Neural Network and Recurrent Neural Network
by: Thanh Bui-Tien, et al.
Published: (2021-12-01)

Damage detection in structural health monitoring using hybrid convolution neural network and recurrent neural network
by: Dung Bui-Ngoc, et al.
Published: (2022-01-01)

Assessing Impact of Seasonal Lighting Variation on Visual Positioning of Drones
by: Che-Cheng Chang, et al.
Published: (2025-04-01)

AI-Based Architecture and Distributed Processing for the Detection and Mitigation of Spoofing Attacks in IoT Networks
by: William Villegas, et al.
Published: (2025-06-01)

Solar Radio Burst Detection Based on Deformable DETR
by: Mingming Wang, et al.
Published: (2025-01-01)

Simple energy detector for two-stage classification for antidrone systems
by: Zurovac Snežana, et al.
Published: (2024-01-01)

DKA-YOLO: Enhanced Small Object Detection via Dilation Kernel Aggregation Convolution Modules
by: Yicheng Qiu, et al.
Published: (2024-01-01)

YOLO: A Competitive Analysis of Modern Object Detection Algorithms for Road Defects Detection Using Drone Images
by: Amit Hasan Sadhin, et al.
Published: (2024-06-01)

Network Security Perception System Integrating Improved CNN Algorithm and Improved GRU Algorithm
by: Yu Huang, et al.
Published: (2024-01-01)

Single Transit Detection in Kepler with Machine Learning and Onboard Spacecraft Diagnostics
by: Matthew T. Hansen, et al.
Published: (2024-01-01)

HCT-Det: A High-Accuracy End-to-End Model for Steel Defect Detection Based on Hierarchical CNN–Transformer Features
by: Xiyin Chen, et al.
Published: (2025-02-01)

Detection of Southern Hemisphere Constellations Using Convolutional Neural Networks
by: Vladimir Riffo, et al.
Published: (2025-01-01)

Analysis of Deep Learning Techniques for Vehicle Detection and Reidentification Using Data from Multiple Drones and Public Datasets
by: FELIPE P.A. EUPHRÁSIO, et al.
Published: (2025-03-01)

Colorectal Cancer Detection Tool Developed with Neural Networks
by: Alex Ede Danku, et al.
Published: (2025-07-01)

Fault Classification in Diesel Engines Based on Time-Domain Responses through Signal Processing and Convolutional Neural Network
by: Gabriel Hasmann Freire Moraes, et al.
Published: (2024-09-01)

Custom YOLO Object Detection Model for COVID-19 Diagnosis
by: Noor Najah Ali, et al.
Published: (2023-09-01)

Real-Time Fire Risk Classification Using Sensor Data and Digital-Twin-Enabled Deep Learning
by: In-Seop Na, et al.
Published: (2025-01-01)

Patient-Specific Detection of Atrial Fibrillation in Segments of ECG Signals using Deep Neural Networks
by: Jeyson A. Castillo, et al.
Published: (2019-11-01)

DCNN: a novel binary and multi-class network intrusion detection model via deep convolutional neural network
by: Ahmed Shebl, et al.
Published: (2024-12-01)

A Brief Perspective on Deep Learning Approaches for 2D Semantic Segmentation
by: Shazia Sulemane, et al.
Published: (2025-07-01)

VG-CGARN: Video Generation Using Convolutional Generative Adversarial and Recurrent Networks
by: Fatemeh Sobhani Manesh, et al.
Published: (2025-04-01)

Enhanced Community Detection via Convolutional Neural Network: A Modified Approach Based on MRFasGCN Algorithm
by: Puneet Kumar, et al.
Published: (2024-01-01)

Mining behavior pattern of mobile malware with convolutional neural network
by: Xin ZHANG, et al.
Published: (2020-12-01)

Domain Adaptation for Satellite-Borne Multispectral Cloud Detection
by: Andrew Du, et al.
Published: (2024-09-01)

Comparative analysis of computing platforms for onboard micromodule of provisional image recognition
by: V. A. Kovalev, et al.
Published: (2018-09-01)

Deep Learning Approaches for Malware Detection: A Comprehensive Review of Techniques, Challenges, and Future Directions
by: Mohammad Alshoulie, et al.
Published: (2025-01-01)

Deep Learning-Based Interference Fringes Detection Using Convolutional Neural Network
by: Haowei Li, et al.
Published: (2019-01-01)

Face Spoofing Detection with Stacking Ensembles in Work Time Registration System
by: Rafał Klinowski, et al.
Published: (2025-07-01)

Improved Algorithm to Detect Clandestine Airstrips in Amazon RainForest
by: Gabriel R. Pardini, et al.
Published: (2025-02-01)

Small parallel residual convolutional neural network and traffic congestion detection
by: Shan Jiang, et al.
Published: (2025-04-01)

DFANet: A Deep Feature Attention Network for Building Change Detection in Remote Sensing Imagery
by: Peigeng Lu, et al.
Published: (2025-07-01)

Enhancing sound-based classification of birds and anurans with spectrogram representations and acoustic indices in neural network architectures
by: Fábio Felix Dias, et al.
Published: (2025-12-01)

Hyperspectral imaging for early detection of soybean mosaic disease based on convolutional neural network model
by: GUI Jiangsheng, et al.
Published: (2019-04-01)

Facial Expression Detector While Driving
by: Indah Dara Wefa, et al.
Published: (2024-02-01)

MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with Application in Colonic Polyp Image Segmentation
by: Chen Peng, et al.
Published: (2024-11-01)

Spoofed Speech Detection with Weighted Phase Features and Convolutional Networks
by: Gökay Dişken
Published: (2022-06-01)

EFCNet: Expert Feature-Based Convolutional Neural Network for SAR Ship Detection
by: Zheng Chen, et al.
Published: (2025-03-01)

Rice Plant Disease Detection using Convolutional Neural Networks
by: A. Bala Ayyappan, et al.
Published: (2025-05-01)

A Mathematical Survey of Image Deep Edge Detection Algorithms: From Convolution to Attention
by: Gang Hu
Published: (2025-07-01)