scholarly journals Infrared small target detection method based on multi-scale feature fusion

2021 ◽  
Vol 2024 (1) ◽  
pp. 012012
Author(s):  
Fang Wang ◽  
Chuanqiang Li ◽  
Bo Wu ◽  
Kun Yu ◽  
Chan Jin
Keyword(s):  
Target Detection ◽  
Detection Method ◽  
Feature Fusion ◽  
Small Target ◽  
Scale Feature ◽  
Small Target Detection ◽  
Multi Scale ◽  
Infrared Small Target

scholarly journals Multi-Scale Infrared Small Target Detection Method via Precise Feature Matching and Scale Selection Strategy

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 48660-48672
Author(s):  
Zujing Yan ◽  
Yunhong Xin ◽  
Ruiheng Su ◽  
Xiaojie Liang ◽  
He Wang
Keyword(s):  
Target Detection ◽  
Feature Matching ◽  
Detection Method ◽  
Selection Strategy ◽  
Small Target ◽  
Scale Selection ◽  
Small Target Detection ◽  
Multi Scale ◽  
Infrared Small Target

A new spatial and temporal infrared small target detection method

2021 ◽  
Author(s):  
Jinyan Gao ◽  
Jiyang Yu ◽  
Zhongshi Pan ◽  
Xiaolei Liu ◽  
Ke Li
Keyword(s):  
Target Detection ◽  
Detection Method ◽  
Small Target ◽  
Small Target Detection ◽  
Infrared Small Target

Infrared small-target detection based on multi-directional multi-scale high-boost response

2019 ◽  
Vol 26 (6) ◽  
pp. 568-582 ◽  
Author(s):  
Lingbing Peng ◽  
Tianfang Zhang ◽  
Suqi Huang ◽  
Tian Pu ◽  
Yuhan Liu ◽  
...  
Keyword(s):  
Target Detection ◽  
Small Target ◽  
Small Target Detection ◽  
Multi Scale ◽  
Infrared Small Target

An infrared-small-target detection method in compressed sensing domain based on local segment contrast measure

2018 ◽  
Vol 93 ◽  
pp. 41-52 ◽  
Author(s):  
Zheng Cui ◽  
Jingli Yang ◽  
Shouda Jiang ◽  
Junbao Li ◽  
Lianlei Lin ◽  
...  
Keyword(s):  
Compressed Sensing ◽  
Target Detection ◽  
Detection Method ◽  
Small Target ◽  
Small Target Detection ◽  
Contrast Measure ◽  
Infrared Small Target

A novel infrared small target detection method based on BEMD and local inverse entropy

2014 ◽  
Vol 66 ◽  
pp. 114-124 ◽  
Author(s):  
Zhong Chen ◽  
Song Luo ◽  
Ting Xie ◽  
Jianguo Liu ◽  
Guoyou Wang ◽  
...  
Keyword(s):  
Target Detection ◽  
Detection Method ◽  
Small Target ◽  
Small Target Detection ◽  
Infrared Small Target

scholarly journals EAAU-Net: Enhanced Asymmetric Attention U-Net for Infrared Small Target Detection

2021 ◽  
Vol 13 (16) ◽  
pp. 3200
Author(s):  
Xiaozhong Tong ◽  
Bei Sun ◽  
Junyu Wei ◽  
Zhen Zuo ◽  
Shaojing Su
Keyword(s):  
Target Detection ◽  
Information Exchange ◽  
Feature Fusion ◽  
Superior Performance ◽  
Cross Layer ◽  
Small Target ◽  
Shape Information ◽  
Small Target Detection ◽  
Small Targets ◽  
Infrared Small Target

Detecting infrared small targets lacking texture and shape information in cluttered environments is extremely challenging. With the development of deep learning, convolutional neural network (CNN)-based methods have achieved promising results in generic object detection. However, existing CNN-based methods with pooling layers may lose the targets in the deep layers and, thus, cannot be directly applied for infrared small target detection. To overcome this problem, we propose an enhanced asymmetric attention (EAA) U-Net. Specifically, we present an efficient and powerful EAA module that uses both same-layer feature information exchange and cross-layer feature fusion to improve feature representation. In the proposed approach, spatial and channel information exchanges occur between the same layers to reinforce the primitive features of small targets, and a bottom-up global attention module focuses on cross-layer feature fusion to enable the dynamic weighted modulation of high-level features under the guidance of low-level features. The results of detailed ablation studies empirically validate the effectiveness of each component in the network architecture. Compared to state-of-the-art methods, the proposed method achieved superior performance, with an intersection-over-union (IoU) of 0.771, normalised IoU (nIoU) of 0.746, and F-area of 0.681 on the publicly available SIRST dataset.

Infrared Small Target Detection Method Based on Correlation Filter

2016 ◽  
Vol 36 (5) ◽  
pp. 0512001 ◽  
Author(s):  
何玉杰 He Yujie ◽  
李敏 Li Min ◽  
张金利 Zhang Jinli ◽  
邢宇航 Xing Yuhang
Keyword(s):  
Target Detection ◽  
Detection Method ◽  
Correlation Filter ◽  
Small Target ◽  
Small Target Detection ◽  
Infrared Small Target
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