logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Infrared Dim Small Target Detection Algorithm with Large-Size Receptive Fields

delete2025-01-16
delete0
delete
OA
AI
X
Xiaozhen Wang
C
Chengshan Han
J
Jiaqi Li
T
Ting Nie
M
Mingxuan Li
王
王霄锋 (Xiaofeng Wang)
L
Liang Huang *
DOI：10.3390/rs17020307delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
红外目标检测具有广泛的应用价值，但由于红外图像的特性，红外目标容易淹没在复杂背景中。因此，在复杂场景中，难以有效且准确地检测红外弱小目标。针对这一问题，我们设计了一种包含大感受野（LRFNet）的红外弱小目标（IDST）检测算法。该算法采用具有倒金字塔结构（RIPS）的残差网络，其由逐层减小的卷积层构成，因此能够具有更大的有效感受野并提高模型鲁棒性。此外，通过具有大感受野和逆瓶颈（LRIB）的注意力机制，能够使网络更好地定位目标所在区域，并提升模型的检测效果。实验结果表明，我们提出的算法在所有评估指标上均优于其他当前最优算法。
Keyword:
convolutional neural network
large-size convolutional layers
infrared image
small-target detection

期刊

Remote Sensing 封面图
Remote Sensing
IF:
4.1
论文数:
7.7K
被引数:
15.1W

机构

C
chinese acad sci
学者数:
1.8W
论文数: 1.1W
被引数: 4.6K
引用论文

引用论文

A ConvNet for the 2020s21世纪20年代的ConvNet
err2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
IF0
err2022-06-01
err0
PREAI
errZhuang Liu; Hanzi Mao; Chao-Yuan Wu; Christoph Feichtenhofer; Trevor Darrell; Saining Xie
err分享
err收藏
Lightweight Infrared Small Target Detection Network Using Full-Scale Skip Connection U-Net基于全尺度跳跃连接u-net的轻型红外小目标探测网络
errieee geoscience and remote sensing magazine
IF4.4
err2023-01-01
err23
PREAI
errChung, Won Young; Lee, In Ho; Park, Chan Gook
err分享
err收藏
Dense Nested Attention Network for Infrared Small Target Detection用于红外小目标检测的密集嵌套注意力网络
errIEEE TRANSACTIONS ON IMAGE PROCESSING
IF13.7
err2023-01-01
err215
errOAAI
errLi, Boyang; Xiao, Chao; Wang, Longguang; Wang, Yingqian; Lin, Zaiping; Li, Miao; An, Wei; Guo, Yulan
err分享
err收藏
Dice Loss for Data-imbalanced NLP Tasks数据不平衡NLP任务的骰子丢失
errProceedings of the 58th Annual Meeting of the Association for Computational Linguistics
IF0
err2020-01-01
err0
errOAAI
errXiaoya Li; Xiaofei Sun; Yuxian Meng; Junjun Liang; Fei Wu; Jiwei Li
err分享
err收藏
A General Survey on Attention Mechanisms in Deep Learning
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2023-04-01
err202
errOAAI
errBrauwers, Gianni; Frasincar, Flavius
err分享
err收藏
Squeeze-and-Excitation Networks挤压和激励网络
err2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
IF0
err2018-06-01
err0
errOAAI
errJie Hu; Li Shen; Gang Sun
err分享
err收藏
Local Patch Network With Global Attention for Infrared Small Target Detection
errIEEE Transactions on Aerospace and Electronic Systems
IF0
err2022-10-01
err0
errOAAI
errFang Chen; Chenqiang Gao; Fangcen Liu; Yue Zhao; Yuxi Zhou; Deyu Meng; Wangmeng Zuo
err分享
err收藏
Fully Convolutional Networks for Semantic Segmentation用于语义分割的全卷积网络
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF0
err2017-04-01
err0
errOAAI
errEvan Shelhamer; Jonathan Long; Trevor Darrell
err分享
err收藏
Infrared Patch-Image Model for Small Target Detection in a Single Image用于单幅图像小目标检测的红外补丁图像模型
errIEEE TRANSACTIONS ON IMAGE PROCESSING
IF13.7
err2013-12-01
err845
PREAI
errGao, Chenqiang; Meng, Deyu; Yang, Yi; Wang, Yongtao; Zhou, Xiaofang; Hauptmann, Alexander G.
err分享
err收藏
Learning Contrast-Enhanced Shape-Biased Representations for Infrared Small Target Detection用于红外小目标检测的学习对比度增强的形状偏置表示
errIEEE TRANSACTIONS ON IMAGE PROCESSING
IF13.7
err2024-01-01
err1
PREAI
errLin, Fanzhao; Bao, Kexin; Li, Yong; Zeng, Dan; Ge, Shiming
err分享
err收藏
学者 查看更多内容