个人简介：

 马栋梁，博士，现任内蒙古农业大学计算机与信息工程学院青年教师，主要从事空间智能、模式识别与地理大数据相关研究。先后于内蒙古农业大学、江南大学、华东师范大学获得学士、硕士与博士学位，期间在工业界从事自动驾驶感知算法研发工作。

教育背景：

2013.09 - 2017.06 就读于内蒙古农业大学，获工学学士学位；

2017.09 - 2020.06 就读于江南大学，获工学硕士学位；

2021.09 - 2025.06 就读于华东师范大学，获理学博士学位。

工作经历：

2020.06 - 2021.08 领目科技（上海）有限公司  算法工程师

2025.11 - 至今 内蒙古农业大学计算机与信息工程学院 校聘副教授BⅡ岗

教学工作：

暂无

科研工作：

目前主要研究工作集中在遥感图像智能解译及自动驾驶领域工作。已在IEEE TGRS、JAG、Applied Soft Computing、IEEE TIM等国内外权威期刊发表论文十余篇。担任多个期刊和会议的审稿人。获得多项学术竞赛奖项，包括2019年Kaggle竞赛Freesound Audio Tagging第二名，内蒙古自治区第十二届大学生程序设计竞赛一等奖等。

已发表论文(* Equal Contribution, # Corresponding Author)：

A scalable monocular 3D detector with Superpixel Feature Pyramid Network. Dongliang Ma, Fang Zhao, Ye Li#, Xin Qu, Xin Jiang, Hao Wu, Xi Chen, Min Liu#. Applied Soft Computing 2025. (中科院二区TOP)

Parameter-Efficient Fine-Tuning with Frequency Adapter for Enhanced Sea-Land Segmentation. Dongliang Ma, Likai Zhu, Fang Zhao, Yichen Xie, Ye Li#, Min Liu#. IEEE Transactions on Geoscience and Remote Sensing 2025. (中科院一区TOP)

Deep learning reveals hotspots of global oceanic oxygen changes from 2003 to 2020. Dongliang Ma*, Fang Zhao*, Likai Zhu, Xiaofei Li, Jine Wei, Xi Chen, Lijun Hou, Ye Li#, Min Liu#. International Journal of Applied Earth Observation and Geoinformation 2025. (中科院一区TOP)

ParkScape: A large-scale fisheye dataset for parking slot detection and a benchmark method. Li Fu*, Dongliang Ma*, Xin Qu, Xin Jiang, Lie Shan, Dan Zeng#. IEEE Transactions on Instrumentation and Measurement 2024. (中科院二区TOP)

Semi-supervised learning advances species recognition for aquatic biodiversity monitoring. Dongliang Ma, Jine Wei, Likai Zhu, Fang Zhao, Hao Wu, Xi Chen, Ye Li#, Min Liu#. Frontiers in Marine Science 2024. (中科院一区TOP)

KD loss: Enhancing discriminability of features with kernel trick for object detection in VHR remote sensing images. Xi Chen#, Liyue Li, Zhihong Li, Min Liu, Qingli Li, Honggang Qi, Dongliang Ma, Ying Wen, Guitao Cao, Philip LH Yu. Engineering Applications of Artificial Intelligence 2024. (中科院一区TOP)

MLDet: Towards efficient and accurate deep learning method for Marine Litter Detection. Dongliang Ma, Jine Wei, Ye Li#, Fang Zhao, Xi Chen, Yuchao Hu, Shanshan Yu, Tianhao He, Ruihe Jin, Zhaozhao Li, Min Liu#. Ocean & Coastal Management 2023. (中科院一区)

MIANet: Multi-level temporal information aggregation in mixed-periodicity time series forecasting tasks. Sheng Wang, Xi Chen#, Dongliang Ma, Chen Wang, Yong Wang, Honggang Qi, Gongjian Zhou, Qingli Li, Min Liu. Engineering Applications of Artificial Intelligence 2023. (中科院一区TOP)

Depth dynamic center difference convolutions for monocular 3D object detection. Xinyu Wu, Dongliang Ma, Xin Qu, Xin Jiang, Dan Zeng#. Neurocomputing 2023. (中科院二区)

Coupled Global–Local object detection for large VHR aerial images. Xi Chen#, Chaojie Wang, Zhihong Li, Min Liu, Qingli Li, Honggang Qi, Dongliang Ma, Zhiqiang Li, Yong Wang. Knowledge-Based Systems 2023. (中科院一区TOP)

Ssrfd: single shot real-time face detector. Hao Wu, Dongliang Ma, Zhongjie Mao, Jun Sun#. Applied Intelligence 2022. (中科院二区)

Learning shared subspace regularization with linear discriminant analysis for multi-label action recognition. Jianxin Li, Minjie Liu, Dongliang Ma, Jinyu Huang, Min Ke, Tao Zhang#. The Journal of Supercomputing 2020.

A light-weight context-aware self-attention model for skin lesion segmentation. Dongliang Ma, Hao Wu, Jun Sun, Chunjing Yu, Li Liu, Jun Sun#. PRICAI 2019. (CCF C类会议)

Estimating Difficulty Score of Visual Search in Images for Semi-supervised Object Detection. Dongliang Ma, Haipeng Zhang, Hao Wu, Tao Zhang, Jun Sun#. PKAW 2019.

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邮箱：mdl.viper@gmail.com

教学资源：

（教学课件）