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20242026
most citedIt's Not the Target, It's the Background: Rethinking Infrared Small Target Detection via Deep Patch-Free Low-Rank Representations

4 citations · 4 across the 7 of their papers we have counts for

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cs.CV2026

Effective Receptive Field Ordering Matters for Infrared Small Target Detection

Guoyi Zhang, Yanjin Du, Zhengyao Zhao +6

In this work, we investigate a previously unexplored architectural dimension for infrared small target detection: the organization of effective receptive fields (ERFs) during featu…

cs.CV2026

Dream.exe: Can Video Generation Models Dream Executable Robot Manipulation?

Rui Zhao, Kaiming Yang, Jifeng Zhu +6

Video generation models have made impressive strides in synthesizing visually compelling content, yet their outputs remain confined to the virtual domain. A natural question follow…

cs.CV2025

You Only Look Omni Gradient Backpropagation for Moving Infrared Small Target Detection

Guoyi Zhang, Guangsheng Xu, Siyang Chen +2

Moving infrared small target detection is a key component of infrared search and tracking systems, yet it remains extremely challenging due to low signal-to-clutter ratios, severe…

cs.CV2025

Beyond Motion Cues and Structural Sparsity: Revisiting Small Moving Target Detection

Guoyi Zhang, Han Wang, Xiaohu Zhang

Small moving target detection is crucial for many defense applications but remains highly challenging due to low signal-to-noise ratios, ambiguous visual cues, and cluttered backgr…

cs.CV2025★ 4 cited

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…

cs.CV2025

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…