马献平，男，博士、博士后，助理教授。主要从事遥感图像智能解译、多模态融合、域适应、视觉-语言大模型等研究方向。主持国家自然科学基金青年项目1项、中央高校基本业务经费项目1项，作为技术骨干参与国家重点研发计划子课题。近五年来，以第一作者身份在国际遥感领域权威期刊和会议发表SCI论文15篇、国际会议论文2篇，其中包括ESI热点论文2篇、高被引论文7篇(含热点论文)，其余合作论文超过50篇，相关成果在谷歌学术上的总被引次数超2000次，其中被引超过100次的论文6篇，单篇最高被引500次；长期担任 IEEE TPAMI, IEEE TIP, IEEE GRSM, RSE, ISPRS P&RS‌, IEEE TCSVT, IEEE TNNLS, IEEE TITS, IEEE TGRS等国际著名期刊审稿人，担任Remote Sensing期刊特刊编辑。

学术活动：

2026.10 斯坦福 全球前2%顶尖科学家2026年年度科学影响力榜

2026.10 第十届全国成像光谱对地观测学术研讨会 优秀报告

2026.10 IEEE GRSS 中国分会主席理事会优秀博士学位论文 Finalist Award

2026.10 首届IEEE亚太地球科学与遥感大会 专题召集人

2026.08 IEEE JSTARS 期刊最佳审稿人

2026.05 人工智能与遥感科学交叉论坛 (AIRS) 专题召集人

2025.07 香港中文大学（深圳）2025届 校长杰出研究生奖

代表论文：

Z. Wang, Y. Hu, X. Zhang, Y. Ye, X. Ma(共同通讯), M Pun. "Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation," in IEEE Transactions on Geoscience and Remote Sensing 2026  [中科院SCI 1区TOP]

Z. Wang, M. Wang, Y. He, X. Ma(共同通讯), Z. Wang, H. Zhang, Y. Cheng, M. Pun. "Interpretation-Oriented Cloud Removal via Observation-Anchored Residual Flow with Geo-Contextual Alignment." in ECCV 2026 [CCF A]

X. Ma, X. Zhang, M. -O. Pun, and B. Huang, "A Unified Framework with Multimodal Fine-tuning for Remote Sensing Semantic Segmentation," in IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025 [中科院SCI 1区TOP，ESI 高被引论文]

X. Ma, Zhang, X., Pun, M. O., Liu, M, "A Multilevel Multimodal Fusion Transformer for Remote Sensing Semantic Segmentation", in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024 [中科院SCI 1区TOP，ESI热点论文，ESI 高被引论文]

X. Ma, X. Zhang and M. -O. Pun, "RS3Mamba: Visual State Space Model for Remote Sensing Image Semantic Segmentation," in IEEE Geoscience and Remote Sensing Letters, vol. 21, pp. 1-5, 2024, Art no. 6011405 [ESI 热点论文，ESI 高被引论文]

X. Ma, Q. Wu, X. Zhao, X. Zhang, M. -O. Pun, and B. Huang, "SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024 [中科院SCI 1区TOP，ESI 高被引论文]

X. Ma, X. Zhang, X. Ding, M. -O. Pun, and S. Ma, "Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-18, 2024 [中科院SCI 1区TOP] 

Y. Wen*, X. Ma*（共同一作）, Zhang, X., Pun, M. O., Liu, M. "GCD-DDPM: A Generative Change Detection Model Based on Difference-Feature Guided DDPM", in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024 [中科院SCI 1区TOP，ESI 高被引论文]

X. Ma, X. Zhang, Z. Wang and M. -O. Pun, "Unsupervised Domain Adaptation Augmented by Mutually Boosted Attention for  Semantic Segmentation of VHR Remote Sensing Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-15, 2023 [中科院SCI 1区TOP，ESI 高被引论文]

X. Ma, X. Zhang and M. -O. Pun, "A Crossmodal Multiscale Fusion Network for Semantic Segmentation of Remote Sensing Data," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 3463-3474, 2022 [ESI高被引论文]