Publications

Fengyi Wu, Yimian Dai, Tianfang Zhang, Yixuan Ding, Jian Yang, Ming-Ming Cheng, Zhenming Peng (2025). RPCANet++: Deep Interpretable Robust PCA for Sparse Object Segmentation. arXiv preprint arXiv:2508.04190, 2025.

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Ximeng Zhai, Bohan Xu, Yaohong Chen, Hao Wang, Kehua Guo, Yimian Dai (2025). SeqCSIST: Sequential Closely-Spaced Infrared Small Target Unmixing. IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025.

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Zihao Xiong, Fei Zhou, Fengyi Wu, Shuai Yuan, Maixia Fu, Zhenming Peng, Jian Yang, Yimian Dai (2025). DRPCA-Net: Make Robust PCA Great Again for Infrared Small Target Detection. IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1–16, 2025.

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Nuo Chen, Chao Xiao, Yimian Dai, Shiman He, Miao Li, Wei An (2025). Event-based Tiny Object Detection: A Benchmark Dataset and Baseline. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2025.

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Ruojing Li, Wei An, Xinyi Ying, Yingqian Wang, Yimian Dai, Longguang Wang, Miao Li, Yulan Guo, Li Liu (2025). Probing Deep into Temporal Profile Makes the Infrared Small Target Detector Much Better. arXiv preprint arXiv:2506.12766, 2025.

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Shengdong Han, Shangdong Yang, Yuxuan Li, Xin Zhang, Xiang Li, Jian Yang, Ming-Ming Cheng, Yimian Dai (2025). DISTA-Net: Dynamic Closely-Spaced Infrared Small Target Unmixing. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 1–10, 2025.

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Yangting Shi, Renjie He, Le Hui, Xiang Li, Jian Yang, Ming-Ming Cheng, Yimian Dai (2025). AuxDet: Auxiliary Metadata Matters for Omni-Domain Infrared Small Target Detection. arXiv preprint arXiv:2505.15184, 2025.

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Chenxu Peng, Chenxu Wang, Minrui Zou, Danyang Li, Zhengpeng Yang, Yimian Dai, Ming-Ming Cheng, Xiang Li (2025). A Simple Detector with Frame Dynamics is a Strong Tracker. Proc. IEEE/CVF Conf. on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 6630–6640, 2025.

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Qun Dai, Chunyang Yuan, Yimian Dai, Yuxuan Li, Xiang Li, Kang Ni, Jianhui Xu, Xiangbo Shu, Jian Yang (2025). MoCoLSK: Modality-Conditioned High-Resolution Downscaling for Land Surface Temperature. IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1–17, 2025.

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Yuxuan Li, Xiang Li, Yimian Dai, Qibin Hou, Li Liu, Yongxiang Liu, Ming-Ming Cheng, Jian Yang (2025). LSKNet: A Foundation Lightweight Backbone for Remote Sensing. International Journal of Computer Vision, vol. 133, no. 3, pp. 1410–1431, 2025.

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Yimian Dai, Minrui Zou, Yuxuan Li, Xiang Li, Kang Ni, Jian Yang (2024). DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images. IEEE Transactions on Aerospace and Electronic Systems, vol. 61, no. 2, pp. 4729–4743, 2024.

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Fei Zhou, Maixia Fu, Yulei Qian, Jian Yang, Yimian Dai (2024). Sparse Prior Is Not All You Need: When Differential Directionality Meets Saliency Coherence for Infrared Small Target Detection. IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1–18, 2024.

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Yimian Dai, Peiwen Pan, Yulei Qian, Yuxuan Li, Xiang Li, Jian Yang, Huan Wang (2024). Pick of the Bunch: Detecting Infrared Small Targets Beyond Hit-Miss Trade-Offs via Selective Rank-Aware Attention. IEEE Transactions on Geoscience and Remote Sensing, pp. 1–16, 2024.

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Yimian Dai, MengxuanXiao, Yiming Zhu, Huan Wang, Kehua Guo, Jian Yang (2024). Background Semantics Matter: Cross-Task Feature Exchange Network for Clustered Infrared Small Target Detection With Sky-Annotated Dataset. arXiv preprint arXiv:2407.20078, 2024.

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Yimian Dai, Xiang Li, Fei Zhou, Yulei Qian, Yaohong Chen, Jian Yang (2023). One-Stage Cascade Refinement Networks for Infrared Small Target Detection. IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-17, 2023..

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Fei Zhou, Maixia Fu, Yule Duan, Yimian Dai, Yiquan Wu (2022). Infrared Small Target Detection via L0 Sparse Gradient Regularized Tensor Spectral Support Low-Rank Decomposition. IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1–18, 2024.

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Yimian Dai, Stefan Oehmcke, Fabian Gieseke, Yiquan Wu, Kobus Barnard (2021). Attention as Activation. Proceedings of the 25th International Conference on Pattern Recognition (ICPR), pp. 9156–9163, 2021.

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Yimian Dai, Yiquan Wu, Fei Zhou, Kobus Barnard (2021). Attentional Local Contrast Networks for Infrared Small Target Detection. IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 11, pp. 9813-9824, 2021.

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Yimian Dai, Fabian Gieseke, Stefan Oehmcke, Yiquan Wu, Kobus Barnard (2021). Attentional Feature Fusion. Proceedings of the IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 3559–3568, 2021.

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Yimian Dai, Yiquan Wu, Fei Zhou, Kobus Barnard (2021). Asymmetric Contextual Modulation for Infrared Small Target Detection. Proceedings of the IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 949–958, 2021.

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Yimian Dai, Yiquan Wu (2017). Reweighted Infrared Patch-Tensor Model With Both Nonlocal and Local Priors for Single-Frame Small Target Detection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 10, no. 8, pp. 3752-3767, 2017.

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