SVM-based sea-surface small target detection: A false-alarm-rate-controllable approach

Y Li, P Xie, Z Tang, T Jiang, P Qi - IEEE Geoscience and …, 2019 - ieeexplore.ieee.org
In this letter, we consider the varying detection environments to address the problem of
detecting small targets within sea clutter. We first extract three simple yet practically …

Decision tree based sea-surface weak target detection with false alarm rate controllable

H Zhou, T Jiang - IEEE Signal Processing Letters, 2019 - ieeexplore.ieee.org
Aiming at accurate weak sea-surface target detection, this letter devotes to designing a
learning-based detector that can work well even in varying detection environments. We first …

A false alarm controllable detection method based on CNN for sea-surface small targets

Q Qu, YL Wang, W Liu, B Li - IEEE Geoscience and Remote …, 2022 - ieeexplore.ieee.org
It is a compelling task to detect sea-surface small targets in the background of strong sea
clutter. Traditional detection methods usually suffer from poor detection performance and a …

Multiframe detection of sea-surface small target using deep convolutional neural network

L Wen, J Ding, Z Xu - IEEE Transactions on Geoscience and …, 2021 - ieeexplore.ieee.org
Sea-surface small target detection is challenging for maritime radar. Unfortunately,
conventional detection methods are often limited to complex marine environment and low …

Tri-feature-based detection of floating small targets in sea clutter

PL Shui, DC Li, SW Xu - IEEE Transactions on Aerospace and …, 2014 - ieeexplore.ieee.org
It is always a challenging problem for marine surface surveillance radar to detect sea-
surface floating small targets. Conventional detectors using incoherent integration and …

Detection of small floating targets on the sea surface based on multi-features and principal component analysis

T Gu - IEEE Geoscience and Remote Sensing Letters, 2019 - ieeexplore.ieee.org
This letter proposes a detection method of small floating targets based on multi-features and
principal component analysis (PCA) for marine surveillance radar. This method consists of …

Sequence-feature detection of small targets in sea clutter based on Bi-LSTM

H Wan, X Tian, J Liang, X Shen - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In the complex and changeable marine environment, it is difficult to achieve high-
performance detection based on statistical theory for small sea surface detectors in practical …

Anomaly based sea-surface small target detection using K-nearest neighbor classification

ZX Guo, PL Shui - IEEE Transactions on Aerospace and …, 2020 - ieeexplore.ieee.org
Sea-surface small target detection is always a difficult problem in high-resolution maritime
ubiquitous radars for complex characteristics of sea clutter, weak target returns, and diversity …

Sea-surface floating small target detection by multifeature detector based on isolation forest

S Xu, J Zhu, J Jiang, P Shui - IEEE Journal of Selected Topics …, 2020 - ieeexplore.ieee.org
In this article, a multifeature detector based on isolation forest (iForest) algorithm is
developed to detect floating small targets in sea clutter. The conventional multifeature …

Feature-compression-based detection of sea-surface small targets

P Shui, Z Guo, S Shi - IEEE Access, 2019 - ieeexplore.ieee.org
This paper aims to develop a feature-based detector using seven existing salient features of
radar returns to improve the detection ability of high-resolution maritime ubiquitous radars to …