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20212026
most citedMTU-Net: Multi-level TransUNet for Space-based Infrared Tiny Ship Detection

240 citations · 771 across the 12 of their papers we have counts for

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9 papers · 1 filter

cs.CV2026

Towards UAV Detection in the Real World: A New Multispectral Dataset UAVNet-MS and a New Method

Yihang Luo, Jun Chen, Chao Xiao +13

The proliferation of unmanned aerial vehicles (UAVs) has created urgent demand for precise UAV monitoring. Existing RGB-based systems rely on spatial cues that degrade at small sca…

cs.CV2026★ 10 cited

Dynamic High-frequency Convolution for Infrared Small Target Detection

Ruojing Li, Chao Xiao, Qian Yin +5

Infrared small targets are typically tiny and locally salient, which belong to high-frequency components (HFCs) in images. Single-frame infrared small target (SIRST) detection is c…

cs.CV2025

Event-based Tiny Object Detection: A Benchmark Dataset and Baseline

Nuo Chen, Chao Xiao, Yimian Dai +3

Small object detection (SOD) in anti-UAV task is a challenging problem due to the small size of UAVs and complex backgrounds. Traditional frame-based cameras struggle to detect sma…

cs.CV2024★ 1 cited

Heterogeneous Graph Transformer for Multiple Tiny Object Tracking in RGB-T Videos

Qingyu Xu, Longguang Wang, Weidong Sheng +4

Tracking multiple tiny objects is highly challenging due to their weak appearance and limited features. Existing multi-object tracking algorithms generally focus on single-modality…

cs.CV2024★ 42 cited

Highly Efficient and Unsupervised Framework for Moving Object Detection in Satellite Videos

C. Xiao, W. An, Y. Zhang +5

Moving object detection in satellite videos (SVMOD) is a challenging task due to the extremely dim and small target characteristics. Current learning-based methods extract spatio-t…

cs.CV2024

Visible-Thermal Tiny Object Detection: A Benchmark Dataset and Baselines

Xinyi Ying, Chao Xiao, Ruojing Li +13

Small object detection (SOD) has been a longstanding yet challenging task for decades, with numerous datasets and algorithms being developed. However, they mainly focus on either v…

cs.CV2022★ 240 cited

MTU-Net: Multi-level TransUNet for Space-based Infrared Tiny Ship Detection

Tianhao Wu, Boyang Li, Yihang Luo +6

Space-based infrared tiny ship detection aims at separating tiny ships from the images captured by earth orbiting satellites. Due to the extremely large image coverage area (e.g.,…

cs.CV2021★ 22 cited

Dense Nested Attention Network for Infrared Small Target Detection

Boyang Li, Chao Xiao, Longguang Wang +5

Single-frame infrared small target (SIRST) detection aims at separating small targets from clutter backgrounds. With the advances of deep learning, CNN-based methods have yielded p…

cs.CV2021★ 121 cited

Non-Convex Tensor Low-Rank Approximation for Infrared Small Target Detection

Ting Liu, Jungang Yang, Boyang Li +4

Infrared small target detection is an important fundamental task in the infrared system. Therefore, many infrared small target detection methods have been proposed, in which the lo…