Infrared small target segmentation networks: A survey

R Kou, C Wang, Z Peng, Z Zhao, Y Chen, J Han… - Pattern Recognition, 2023 - Elsevier
Fast and robust small target detection is one of the key technologies in the infrared (IR)
search and tracking systems. With the development of deep learning, there are many data …

Transformer meets remote sensing video detection and tracking: A comprehensive survey

L Jiao, X Zhang, X Liu, F Liu, S Yang… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Transformer has shown excellent performance in remote sensing field with long-range
modeling capabilities. Remote sensing video (RSV) moving object detection and tracking …

MSAFFNet: A multiscale label-supervised attention feature fusion network for infrared small target detection

X Tong, S Su, P Wu, R Guo, J Wei… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The detection of small infrared targets with low signal-to-noise ratios (SNRs) and contrasts in
noisy and cluttered backgrounds is challenging and therefore a domain of active research …

LW-IRSTNet: Lightweight infrared small target segmentation network and application deployment

R Kou, C Wang, Y Yu, Z Peng, M Yang… - … on Geoscience and …, 2023 - ieeexplore.ieee.org
Efficiently and accurately separating infrared (IR) small targets from complex backgrounds
presents a significant challenge. Numerous studies in the literature have proposed various …

Receptive-field and direction induced attention network for infrared dim small target detection with a large-scale dataset IRDST

H Sun, J Bai, F Yang, X Bai - IEEE Transactions on Geoscience …, 2023 - ieeexplore.ieee.org
Infrared small target detection plays an important role in military and civilian fields while it is
difficult to be solved by deep learning (DL) technologies due to scarcity of data and strong …

[HTML][HTML] AFFPN: Attention fusion feature pyramid network for small infrared target detection

Z Zuo, X Tong, J Wei, S Su, P Wu, R Guo, B Sun - Remote Sensing, 2022 - mdpi.com
The detection of small infrared targets lacking texture and shape information in the presence
of complex background clutter is a challenge that has attracted considerable research …

STDMANet: Spatio-temporal differential multiscale attention network for small moving infrared target detection

P Yan, R Hou, X Duan, C Yue… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Infrared target detection has important applications in rescue and Earth observation.
However, the disadvantages of low signal-to-clutter ratios and severe background noise …

Mim-istd: Mamba-in-mamba for efficient infrared small target detection

T Chen, Z Tan, T Gong, Q Chu, Y Wu, B Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Thanks to the development of basic models, infrared small target detection (ISTD) algorithms
have made significant progress. Specifically, the structures combining convolutional …

IR-TransDet: Infrared dim and small target detection with IR-transformer

J Lin, S Li, L Zhang, X Yang, B Yan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Infrared dim and small target detection is one of the crucial technologies in the military field,
but it faces various challenges such as weak features and small target scales. To overcome …

Multiscale multilevel residual feature fusion for real-time infrared small target detection

H Xu, S Zhong, T Zhang, X Zou - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Detecting infrared dim and small targets is one crucial step for many tasks such as early
warning. It remains a continuing challenge since characteristics of infrared small targets …