4 papers
It's Not the Target, It's the Background: Rethinking Infrared Small Target Detection via Deep Patch-Free Low-Rank Representations
Guoyi Zhang, Guangsheng Xu, Siyang Chen +2
\textcolor{blue}{This is the pre-acceptance version, to read the final version please go to \href{https://ieeexplore.ieee.org/document/11156113}{IEEE Transactions on Geoscience and…
LSP-ST: Ladder Shape-Biased Side-Tuning for Robust Infrared Small Target Detection
Guoyi Zhang, Siyang Chen, Guangsheng Xu +3
Fine-tuning the Segment Anything Model (SAM) for infrared small target detection poses significant challenges due to severe domain shifts. Existing adaptation methods often incorpo…
Low-Level Matters: An Efficient Hybrid Architecture for Robust Multi-frame Infrared Small Target Detection
Zhihua Shen, Siyang Chen, Han Wang +4
Multi-frame infrared small target detection (IRSTD) plays a crucial role in low-altitude and maritime surveillance. The hybrid architecture combining CNNs and Transformers shows gr…
Learning Dynamic Local Context Representations for Infrared Small Target Detection
Guoyi Zhang, Guangsheng Xu, Han Wang +3
Infrared small target detection (ISTD) is challenging due to complex backgrounds, low signal-to-clutter ratios, and varying target sizes and shapes. Effective detection relies on c…