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4,317 Results Found

  • Article
  • Open Access
20 Citations
4,645 Views
17 Pages

26 June 2019

Radar target detection probability will decrease as the target echo signal-to-noise ratio (SNR) decreases, which has an adverse influence on the result of multi-target tracking. The performances of standard multi-target tracking algorithms degrade si...

(This article belongs to the Special Issue Innovative Target Tracking Techniques for Modern Radar and Sonar Systems)
  • Article
  • Open Access
16 Citations
4,604 Views
16 Pages

20 July 2024

In modern radar detection systems, the particle filter technique has become one of the core algorithms for real-time target detection and tracking due to its good nonlinear and non-Gaussian system state estimation capability. However, when dealing wi...

(This article belongs to the Special Issue Advanced Sensing and Signal Processing for Radar Imaging, Target Recognition and Object Detection)
  • Article
  • Open Access
1,199 Views
24 Pages

27 September 2025

To address the challenges of radar multi-target detection in marine environments, this paper proposes an information geometry (IG)-based, two-stage track-before-detect (TBD) framework. Specifically, multi-target measurements are first modeled on the...

(This article belongs to the Section Information Theory, Probability and Statistics)
  • Article
  • Open Access
1 Citations
2,321 Views
19 Pages

3 August 2022

Parameter estimation accuracy and average sample number (ASN) reduction are important to improving target detection performance in sequential hypothesis tests. Multiple-input multiple-output (MIMO) radar can balance between parameter estimation accur...

(This article belongs to the Special Issue Information Theory in Signal Processing and Image Processing)
  • Article
  • Open Access
1 Citations
3,557 Views
20 Pages

A Novel Flickering Multi-Target Joint Detection Method Based on a Biological Memory Model

  • Qian Zhang,
  • Weibo Huo,
  • Jifang Pei,
  • Yongchao Zhang,
  • Jianyu Yang and
  • Yulin Huang

23 December 2021

The robust target detection ability of marine navigation radars is essential for safe shipping. However, time-varying river and sea surfaces will induce target scattering changes, known as fluctuating characteristics. Moreover, the targets exhibiting...

(This article belongs to the Topic High-Resolution Earth Observation Systems, Technologies, and Applications)
  • Article
  • Open Access
4 Citations
4,476 Views
18 Pages

28 January 2016

The error bound is a typical measure of the limiting performance of all filters for the given sensor measurement setting. This is of practical importance in guiding the design and management of sensors to improve target tracking performance. Within t...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
9 Citations
2,387 Views
19 Pages

An Image-Free Single-Pixel Detection System for Adaptive Multi-Target Tracking

  • Yicheng Peng,
  • Jianing Yang,
  • Yuhao Feng,
  • Shijie Yu,
  • Fei Xing and
  • Ting Sun

21 June 2025

Conventional vision-based sensors face limitations such as low update rates, restricted applicability, and insufficient robustness in dynamic environments with complex object motions. Single-pixel tracking systems offer high efficiency and minimal da...

(This article belongs to the Special Issue Real-Time Object Detection and Classification Using Advanced Sensing Techniques)
  • Article
  • Open Access
8 Citations
5,365 Views
25 Pages

30 October 2021

Unmanned aerial vehicle (UAV) is one of the main means of information warfare, such as in battlefield cruises, reconnaissance, and military strikes. Rapid detection and accurate recognition of key targets in UAV images are the basis of subsequent mil...

(This article belongs to the Topic High-Resolution Earth Observation Systems, Technologies, and Applications)
  • Article
  • Open Access
14 Citations
6,629 Views
23 Pages

27 October 2014

In this paper, we explore a new resource called multi-target diversity to optimize the performance of multiple input multiple output (MIMO) radar with widely separated antennas for detecting multiple targets. In particular, we allocate antennas of th...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
16 Citations
5,454 Views
26 Pages

Improving Ship Detection in Clutter-Edge and Multi-Target Scenarios for High-Frequency Radar

  • Zhiqing Yang,
  • Hao Zhou,
  • Yingwei Tian,
  • Weimin Huang and
  • Wei Shen

26 October 2021

As one of the main sensors for continuous maritime measurements of sea state parameters, high-frequency surface wave radar (HFSWR) also plays an important role in ship detection and tracking. Compact HFSWR often suffers from missing targets, especial...

(This article belongs to the Special Issue Sustained Ocean Surface Observation Using HF Radar: From Data to Societal Applications)
  • Article
  • Open Access
20 Citations
3,904 Views
16 Pages

This paper presents an enhanced YOLOv8 model designed to address multi-target detection challenges in complex traffic scenarios. The model integrates the Squeeze-and-Excitation attention mechanism, the deformable convolution C2f module, and the smoot...

(This article belongs to the Special Issue Vehicle Safe Motion in Mixed Vehicle Technologies Environment)
  • Article
  • Open Access
1 Citations
522 Views
19 Pages

16 June 2026

The rapid localisation of survivors in disaster-affected areas remains a critical challenge due to complex terrains and limited communication infrastructure. Existing multi-UAV cooperative search methods suffer from insufficient perception of target...

  • Article
  • Open Access
6 Citations
6,048 Views
13 Pages

9 March 2019

This paper introduces a digital-assisted multiple echo detection scheme, which utilizes the waste time of the full serial data readout period in a focal plane array (FPA)-based laser detection and ranging (LADAR) receiver. With the support of an exte...

(This article belongs to the Special Issue Sensors In Target Detection)
  • Article
  • Open Access
19 Citations
6,279 Views
12 Pages

10 October 2018

Continuous waveform (CW) radar is widely used in intelligent transportation systems, vehicle assisted driving, and other fields because of its simple structure, low cost and high integration. There are several waveforms which have been developed in t...

(This article belongs to the Special Issue Perception Sensors for Road Applications)
  • Article
  • Open Access
8 Citations
3,488 Views
16 Pages

4 December 2021

Traffic port stations are composed of buildings, infrastructure, and transportation vehicles. The target detection of traffic port stations in high-resolution remote sensing images needs to collect feature information of nearby small targets, compreh...

(This article belongs to the Topic High-Resolution Earth Observation Systems, Technologies, and Applications)
  • Article
  • Open Access
2 Citations
3,237 Views
22 Pages

Target Detection and Characterization of Multi-Platform Remote Sensing Data

  • Koushikey Chhapariya,
  • Emmett Ientilucci,
  • Krishna Mohan Buddhiraju and
  • Anil Kumar

18 December 2024

Detecting targets in remote sensing imagery, particularly when identifying sparsely distributed materials, is crucial for applications such as defense, mineral exploration, agriculture, and environmental monitoring. The effectiveness of detection and...

(This article belongs to the Special Issue Multi-platform and Multi-modal Remote Sensing Data Fusion with Advanced Deep Learning Techniques (Second Edition))
  • Article
  • Open Access
7 Citations
1,764 Views
11 Pages

Polarization-Enhanced Multi-Target Underwater Salient Object Detection

  • Jiayi Song,
  • Peikai Zhao,
  • Jiangtao Li,
  • Liming Zhu,
  • Khian-Hooi Chew and
  • Rui-Pin Chen

Salient object detection (SOD) plays a critical role in underwater exploration systems. Traditional SOD approaches encounter notable constraints in underwater image analysis, primarily stemming from light scattering and absorption effects induced by...

(This article belongs to the Section New Applications Enabled by Photonics Technologies and Systems)
  • Article
  • Open Access
47 Citations
7,716 Views
21 Pages

29 November 2021

The active recognition of interesting targets has been a vital issue for remote sensing. In this paper, a novel multi-source fusion method for ship target detection and recognition is proposed. By introducing synthetic aperture radar (SAR) sensor ima...

(This article belongs to the Special Issue Object-Level Remote Sensing Image Information Extraction and Applications)
  • Communication
  • Open Access
130 Views
14 Pages

10 October 2026

This correspondence extends a previously introduced waveform-domain monostatic passive radar from single-target localization to simultaneous multi-target detection and localization. The radar employs a Sparse Uniform Circular Array (SUCA) with Determ...

  • Article
  • Open Access
13 Citations
3,570 Views
20 Pages

Research on Multi-Ship Target Detection and Tracking Method Based on Camera in Complex Scenes

  • Xiaobin Hong,
  • Bin Cui,
  • Weiguo Chen,
  • Yinhui Rao and
  • Yuanming Chen

Aiming at the problem that multi-ship target detection and tracking based on cameras is difficult to meet the accuracy and speed requirements at the same time in some complex scenes, an improved YOLOv4 algorithm is proposed, which simplified the netw...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
6 Citations
2,267 Views
19 Pages

A Novel Decoupled Feature Pyramid Networks for Multi-Target Ship Detection

  • Wentao Xue,
  • Maozheng He,
  • Yincheng Zhang and
  • Hui Ye

8 August 2023

The efficiency and accuracy of ship detection is of great significance to ship safety, harbor management, and ocean surveillance in coastal harbors. The main limitations of current ship detection methods lie in the complexity of application scenarios...

(This article belongs to the Section Intelligent Sensors)
  • Article
  • Open Access
8 Citations
3,984 Views
19 Pages

13 August 2024

Currently, existing deep learning methods exhibit many limitations in multi-target detection, such as low accuracy and high rates of false detection and missed detections. This paper proposes an improved Faster R-CNN algorithm, aiming to enhance the...

  • Article
  • Open Access
11 Citations
4,719 Views
24 Pages

Moving Target Detection in Multi-Static GNSS-Based Passive Radar Based on Multi-Bernoulli Filter

  • HongCheng Zeng,
  • Jie Chen,
  • PengBo Wang,
  • Wei Liu,
  • XinKai Zhou and
  • Wei Yang

24 October 2020

Over the past few years, the global navigation satellite system (GNSS)-based passive radar (GBPR) has attracted more and more attention and has developed very quickly. However, the low power level of GNSS signal limits its application. To enhance the...

(This article belongs to the Special Issue Recent Advances on Radar and Remote Sensing Using Satellite Signals of Opportunity)
  • Article
  • Open Access
49 Citations
6,317 Views
23 Pages

23 September 2020

High-altitude remote sensing target detection has problems related to its low precision and low detection rate. In order to enhance the performance of detecting remote sensing targets, a new YOLO (You Only Look Once)-V3-based algorithm was proposed....

  • Article
  • Open Access
10 Citations
2,464 Views
29 Pages

YOLO-SBA: A Multi-Scale and Complex Background Aware Framework for Remote Sensing Target Detection

  • Yifei Yuan,
  • Yingmei Wei,
  • Xiaoyan Zhou,
  • Yanming Guo,
  • Jiangming Chen and
  • Tingshuai Jiang

9 June 2025

Remote sensing target detection faces significant challenges in handling multi-scale targets, with the high similarity in color and shape between targets and backgrounds in complex scenes further complicating the detection task. To address this chall...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
23 Citations
8,197 Views
22 Pages

Multi-Chromatic Analysis of SAR Images for Coherent Target Detection

  • Fabio Bovenga,
  • Dominique Derauw,
  • Fabio Michele Rana,
  • Christian Barbier,
  • Alberto Refice,
  • Nicola Veneziani and
  • Raffaele Vitulli

19 September 2014

This work investigates the possibility of performing target analysis through the Multi-Chromatic Analysis (MCA), a technique that basically explores the information content of sub-band images obtained by processing portions of the range spectrum of a...

  • Article
  • Open Access
12 Citations
2,909 Views
22 Pages

Thermodynamics-Inspired Multi-Feature Network for Infrared Small Target Detection

  • Mingjin Zhang,
  • Handi Yang,
  • Ke Yue,
  • Xiaoyu Zhang,
  • Yuqi Zhu and
  • Yunsong Li

26 September 2023

Infrared small target detection (IRSTD) is widely used in many fields such as detection and guidance systems and is of great research importance. However, small targets in infrared images are typically small, blurry, feature-poor, and prone to being...

  • Article
  • Open Access
12 Citations
3,116 Views
24 Pages

Multi-Type Ship Target Detection in Complex Marine Background Based on YOLOv11

  • Yao Wang,
  • Weigui Zeng,
  • Huiqi Xu,
  • Yi Jiang,
  • Minggang Liu,
  • Chuanliang Xiao and
  • Ke Zhao

16 January 2025

Realizing accurate control of ship target information in complex marine environments is of great significance for maintaining marine environment security and safeguarding maritime sovereignty. With the rapid development of material technology and man...

(This article belongs to the Section Automation Control Systems)
  • Article
  • Open Access
16 Citations
3,948 Views
23 Pages

14 November 2018

The joint detection and tracking of multiple targets from raw thermal infrared (TIR) image observations plays a significant role in the video surveillance field, and it has extensive applied foreground and practical value. In this paper, a novel mult...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
19 Citations
4,345 Views
16 Pages

27 May 2021

Because small targets have fewer pixels and carry fewer features, most target detection algorithms cannot effectively use the edge information and semantic information of small targets in the feature map, resulting in low detection accuracy, missed d...

(This article belongs to the Special Issue Symmetry in Computer Vision and Its Applications)
  • Article
  • Open Access
15 Citations
5,893 Views
30 Pages

3 July 2020

Target detection in remote sensing imagery, mapping of sparsely distributed materials, has vital applications in defense security and surveillance, mineral exploration, agriculture, environmental monitoring, etc. The detection probability and the qua...

(This article belongs to the Special Issue Application of Multi-Sensor Fusion Technology in Target Detection and Recognition)
  • Article
  • Open Access
4 Citations
4,041 Views
18 Pages

22 July 2024

In recent years, infrared images have attracted widespread attention, due to their extensive application in low-visibility search and rescue, forest fire monitoring, ground target monitoring, and other fields. Infrared small target detection technolo...

(This article belongs to the Special Issue Deep Learning and Machine Learning in Image Processing and Pattern Recognition)
  • Article
  • Open Access
30 Citations
4,070 Views
17 Pages

Underwater Target Detection Lightweight Algorithm Based on Multi-Scale Feature Fusion

  • Liang Chen,
  • Yuyi Yang,
  • Zhenheng Wang,
  • Jian Zhang,
  • Shaowu Zhou and
  • Lianghong Wu

The performance of underwater target detection algorithms is affected by poor imaging quality in underwater environments. Due to the arithmetic power limitation of underwater devices, existing deep learning networks are unable to provide efficient de...

(This article belongs to the Section Marine Environmental Science)
  • Article
  • Open Access
6 Citations
2,253 Views
31 Pages

Dim and Small Target Detection Based on Energy Sensing of Local Multi-Directional Gradient Information

  • Xiangsuo Fan,
  • Juliu Li,
  • Lei Min,
  • Linping Feng,
  • Ling Yu and
  • Zhiyong Xu

25 June 2023

It is difficult for traditional algorithms to remove cloud edge contours in multi-cloud scenarios. In order to improve the detection ability of dim and small targets in complex edge contour scenes, this paper proposes a new dim and small target detec...

(This article belongs to the Special Issue Machine Vision and Advanced Image Processing in Remote Sensing II)
  • Article
  • Open Access
614 Views
27 Pages

10 July 2026

Infrared small-target detection plays a vital role in applications such as imaging detection and remote sensing. Because infrared small targets are weak and lack distinctive features, they are easily submerged in cluttered backgrounds, which makes th...

(This article belongs to the Special Issue Deep Learning for Multi-Source Remote Sensing Image Interpretation: Exploring, Rethinking, and Limiting Breakthroughs)
  • Article
  • Open Access
1 Citations
2,847 Views
21 Pages

8 March 2025

Video Synthetic Aperture Radar (ViSAR) operates by continuously monitoring regions of interest to produce sequences of SAR imagery. The detection and tracking of ground-moving targets, through the analysis of their radiation properties and temporal v...

(This article belongs to the Special Issue Temporal and Spatial Analysis of Multi-Source Remote Sensing Images)
  • Article
  • Open Access
6 Citations
2,739 Views
14 Pages

3 June 2022

Target detection at the hive gate of a beehive can be used to effectively monitor invasive beehive species. However, in the natural environment, there is often a multi-target and multi-scale problem at the hive gate, making it difficult for beekeeper...

  • Feature Paper
  • Article
  • Open Access
14 Citations
3,965 Views
17 Pages

15 January 2019

Target detection is an active area in hyperspectral imagery (HSI) processing. Many algorithms have been proposed for the past decades. However, the conventional detectors mainly benefit from the spectral information without fully exploiting the spati...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
8 Citations
3,019 Views
22 Pages

Fast Implementation of Insect Multi-Target Detection Based on Multimodal Optimization

  • Rui Wang,
  • Yiming Zhang,
  • Weiming Tian,
  • Jiong Cai,
  • Cheng Hu and
  • Tianran Zhang

7 February 2021

Entomological radars are important for scientific research of insect migration and early warning of migratory pests. However, insects are hard to detect because of their tiny size and highly maneuvering trajectory. Generalized Radon–Fourier transform...

(This article belongs to the Section Engineering Remote Sensing)
  • Article
  • Open Access
4 Citations
2,429 Views
24 Pages

26 August 2025

Infrared dim and small target detection aims to accurately localize targets within complex backgrounds or clutter. However, under extremely low signal-to-noise ratio (SNR) conditions, single-frame detection methods often fail to effectively detect su...

(This article belongs to the Special Issue Recent Advances in Infrared Target Detection)
  • Article
  • Open Access
14 Citations
4,329 Views
16 Pages

25 August 2022

High-frequency surface wave radar (HFSWR) is an important marine monitoring technology, and this new regime of radar plays an important role in large-scale, continuous early-warning monitoring at sea. In particular, shipborne HFSWR has wider applicat...

(This article belongs to the Special Issue Feature Paper Special Issue on Ocean Remote Sensing - Part 2)
  • Article
  • Open Access
11 Citations
4,172 Views
16 Pages

8 October 2019

A labeled multi-Bernoulli (LMB) filter is presented to jointly detect and track radar targets. A relevant LMB filter is recently proposed by Rathnayake which assumes that the measurements of different targets do not overlap, leading to the favorable...

(This article belongs to the Special Issue Multi-Channel and Multi-Agent Signal Processing)
  • Article
  • Open Access
5 Citations
1,956 Views
20 Pages

18 June 2025

Airborne radar-based ground moving target tracking faces challenges such as low detection rates and high clutter density. While lowering the detection threshold can improve detection performance, it introduces significant false alarms, thereby degrad...

(This article belongs to the Special Issue Radar Data Processing and Analysis)
  • Article
  • Open Access
1,597 Views
22 Pages

26 January 2025

In recent years, long-time coherent integration techniques have gained significant attention in maneuvering target detection due to their ability to effectively enhance the signal-to-noise ratio (SNR) and improve detection performance. However, for s...

(This article belongs to the Special Issue Microwave Remote Sensing for Object Detection (2nd Edition))
  • Article
  • Open Access
242 Views
34 Pages

26 August 2026

Infrared small target detection (IRSTD) is a challenging task in intelligent infrared sensing and electronic imaging systems, because dim targets often occupy only a few pixels and are easily disturbed by clutter, noise, and low-contrast background s...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
14 Citations
5,715 Views
21 Pages

MVT: Multi-Vision Transformer for Event-Based Small Target Detection

  • Shilong Jing,
  • Hengyi Lv,
  • Yuchen Zhao,
  • Hailong Liu and
  • Ming Sun

4 May 2024

Object detection in remote sensing plays a crucial role in various ground identification tasks. However, due to the limited feature information contained within small targets, which are more susceptible to being buried by complex backgrounds, especia...

(This article belongs to the Special Issue Remote Sensing of Target Object Detection and Identification II)
  • Article
  • Open Access
1 Citations
2,228 Views
24 Pages

Target Detection in Sea Clutter Background via Deep Multi-Domain Feature Fusion

  • Shichao Chen,
  • Yue Wu,
  • Wanghaoyu Sun,
  • Hengli Yu and
  • Feng Luo

17 September 2025

The complex and dynamic nature of the marine environment poses significant challenges for sea surface target detection. Traditional methods relying on single-domain features suffer from performance degradation under varying conditions. To address thi...

(This article belongs to the Special Issue Technical Developments in Radar—Processing and Application (2nd Edition))
  • Article
  • Open Access
4 Citations
1,926 Views
13 Pages

Infrared small target detection, especially under low SCR conditions and complex backgrounds, is still a challenging research task. Considering the scale change caused by small targets rapidly moving, in this paper, a nonparametric regression-based m...

  • Article
  • Open Access
2 Citations
1,890 Views
25 Pages

18 June 2025

Target detection in resource-constrained environments faces multiple challenges such as the use of camouflage, diverse target sizes, and harsh environmental conditions. Moreover, the need for solutions suitable for edge computing environments, which...

(This article belongs to the Section Sensor Networks)
  • Article
  • Open Access
7 Citations
2,182 Views
24 Pages

16 July 2025

Infrared small-target detection remains a critical challenge in military reconnaissance, environmental monitoring, forest-fire prevention, and search-and-rescue operations, owing to the targets’ extremely small size, sparse texture, low signal-...

(This article belongs to the Section Sensing and Imaging)

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