马锐军，广东省现代农业产业技术体系岗位专家，硕士研究生导师。

学习经历：

2019.08-2022.08，澳门大学，科技学院，博士（计算机科学专业）

2016.03-2018.12，中山大学，电子与通信304.cam永利集团，硕士（电子与通信工程专业）

2010.09-2014.06，广东工业大学，信息304.cam永利集团，学士（测控技术与仪器专业）

主持/主要负责项目：

1、国家自然科学基金项目。

2、国家及广东省重点研发计划项目课题。

3、广东省面上基金项目。

主要研究方向：

1、智能视觉与多模态感知

2、作物生长信息智能感知与决策

3、精准采摘机器人系统与控制 

希望招收有志于从事科学研究的学生。如果你对智能感知、精准采摘机器人系统感兴趣，若愿意与我一起学习，欢迎联系和加入，为同一个梦想添砖添瓦！ 

研究生招生专业：

学术型：农业工程082800

专业型：机械工程085501，机器人工程085510

其中，机器人工程专业学生，可前往澳门大学联培3-6个月。

代表性论文：

[1] Zhiying Chen (研究生), Yinghu Cai, Yaxin Liu, Zhanpeng Liang, Hao Chen, Ruijun Ma*, Long Qi*, “Towards end-to-end rice row detection in paddy fields exploiting two-pathway instance segmentation”, Computers and Electronics in Agriculture, 231(109963), 2025. (中科院一区).

[2] Jinrong Cui, Youliu Zhang (研究生), Hao Chen, Yaoxuan Zhang, Hao Cai, Yu Jiang, Ruijun Ma*, Long Qi*, “CSWin-MBConv: A dual-network fusing CNN and Transformer for weed recognition”, European Journal of Agronomy, 164(127528), 2025. (中科院一区).

[3] Ruijun Ma, Yaoxuan Zhang (研究生), Bob Zhang*, Leyuan Fang, Dong Huang, Long Qi*, “Learning Attention in the Frequency Domain for Flexible Real Photograph Denoising”, IEEE Transactions on Image Processing, 33, pp: 3707- 3721, 2024. (中科院一区).

[4] Hao Chen (研究生), Youliu Zhang, Caijie He, Chuting Chen, Yaoxuan Zhang, Zhiying Chen, Yu Jiang, Caixia Lin, Ruijun Ma*, Long Qi*, “PIS-Net: Efficient weakly supervised instance segmentation network based on annotated points for rice field weed identification”, Smart Agricultural Technology, 9(100557), 2024. (JCR Q1).

[5] Ruijun Ma, Jun Jiang (研究生), Lin Ouyang, Qingying Yang, Jiongxuan Du, Shuanglong Wu, Long Qi, Junwei Hou*, Hang Xing, “Toward Flexible Soil Texture Detection by Exploiting Deep Spectrum and Texture Coding”, Agronomy, 14(9), 2024. (中科院二区).

[6] Jianwei Tan (研究生), Junwei Hou, Wenyu Xu, Hong Zheng, Song Gu, Yuhao Zhou, Long Qi*, Ruijun Ma*, “PosNet: Estimating lettuce fresh weight in plant factory based on oblique image”, Computers and Electronics in Agriculture, 213(108263), 2024. (中科院一区).

[7] Ruijun Ma, Shuyi Li, Bob Zhang, Lei Fang and Zhengming Li, “Flexible and Generalized Real Photograph Denoising Exploiting Dual Meta Attention”, IEEE Transactions on Cybernetics, 53(10), pp: 6395-6407, 2023. (中科院一区).

[8] Ruijun Ma, Bob Zhang, Yicong Zhou, Zhengming Li and Fangyuan Lei, “PID Controller Guided Attention Neural Network Learning for Fast and Effective Real Photographs Denoising”, IEEE Transactions on Neural Networks and Learning Systems. vol 33, pp. 3010-3023, 2022. (中科院一区)

[9] Ruijun Ma, Shuyi Li, Bob Zhang and Haifeng Hu, “Meta PID Attention Network for Flexible and Efficient Real-world Noisy Image Denoising”, IEEE Transactions on Image Processing. vol 31, pp: 2053-2066, 2022. (中科院一区)

[10] Ruijun Ma, Shuyi Li, Bob Zhang and Zhengming Li, “Generative Adaptive Convolutions for Real-world Noisy Image Denoising”, Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22), 36(2), pp.1935-1943, 2022. (CCF-A)

[11] Ruijun Ma, Shuyi Li, Bob Zhang and Zhengming Li, “Towards Fast and Robust Real Image Denoising with Attentive Neural Network and PID Controller”, IEEE Transactions on Multimedia. vol 24, pp: 2366-2377, 2022. (中科院一区)

[12] Ruijun Ma, Haifeng Hu, Songlong Xing and Zhengming Li, “Efficient and Fast Real-World Noisy Image Denoising by Combining Pyramid Neural Network and Two-Pathway Unscented Kalman Filter”, IEEE Transactions on Image Processing. vol 29, pp: 3927-3940, 2020. (中科院一区)

联系方式：

                           （信息更新时间：2025年02月14日）