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 …

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

T Chen, Z Ye, Z Tan, T Gong, Y Wu… - … on Geoscience and …, 2024‏ - ieeexplore.ieee.org
Recently, infrared small-target detection (ISTD) has made significant progress, thanks to the
development of basic models. Specifically, the models combining CNNs with Transformers …

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 …

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 …

FreqODEs: Frequency neural ODE networks for infrared small target detection

T Chen, Z Ye - IEEE Transactions on Geoscience and Remote …, 2024‏ - ieeexplore.ieee.org
Infrared small target detection (ISTD) is aimed at segmenting small targets from infrared
images and has wide applications in military areas. With the specially designed spatial …

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 …

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 …