个人简介

   马苗，教授，博导，西北工业大学工学博士学位，卡内基梅隆大学访学学者，山东大学访问学者。陕西师范大学教学名师，中国体视学学会理事，陕西省计算机学会理事，陕西省计算机教育学会常务理事，中国自动化学会智慧教育专业委员会委员，陕西省计算机学会教育数智化专业委员会副主任。研究方向为智慧教育、群智感知、图像处理、视频分析和灰色理论及应用等。主持国家自然科学基金项目3项、省部级等项目多项，发表学术论文100余篇，陕西省青年科技新星，获国家发明专利67项，出版专著2部、教材3部，获陕西省科学技术奖二等奖、陕西高等学校科学技术奖等6项。

学术论文

[1] Mengge Li, Miao Ma*, Liang Wang, et al. Multitask-oriented collaborative crowdsensing based on reinforcement learning and blockchain for intelligent transportation system[J]. IEEE Transactions on Industry Infomatics, 2023, 9(9): 9503-9514.(SCI 1区top期刊)

[2] Qiqi Shen, Miao Ma*, Mengge Li. An extensible bounded rationality-based task recommendation scheme for from-scratch mobile crowdsensing[J]. IEEE Transactions on Computational Social Systems, 2024, 11(6): 7871-7880.(SCI)

[3] Mengge Li, Miao Ma*, Liang Wang, Bo Yang. Quality-improved and delay-aware incentive mechanism for mobile crowdsensing with social concerns: A stackelberg game approach[J]. IEEE Transactions on Computational Social Systems, 2024, 11(6): 7618-7633.(SCI)

[4] Jing Zhang, Zhiwei Shi, Ke Liu, Qiyuan Shi, Liang Yi, Junjie Wang, Lingya Peng, Taihong Liu*, Miao Ma*, Yu Fang*. Fast and selective luminescent sensing by Langmuir-Schaeffer films based on controlled assembly of perylene bisimide modified with a cyclometalated Au(III) complex[J]. Angewandte Chemie International Edition, 2023: e202314996.(SCI 1区top期刊)

[5] Guowei Liu, Meirui Ren, Longjiang Guo*, Jin Li, Miao Ma*. Comprehensive exercise recommendation with practicality, generalizability, and versatility in AI-driven education[J]. Information Processing & Management, 2025, 62(3): 104051.(SCI 1区top期刊)

[6] Xue Lei, Miao Ma*, Yutong Li. DRLCCI: A hybrid fusion network leveraging disentangled representation learning and cross-modal collaborative interaction for multi-modal sentiment analysis[J]. Neurocomputing, 2025: 131733.(SCI)

[7] Yutong Li, Miao Ma*, Chao Yao, et al. SAGM-Net: Spatio-temporal action graph modeling network for weakly-supervised temporal action localization[J]. Neurocomputing, 2025: 131304.(SCI)

[8] Zhiwei Shi, Miao Ma*, Hanyang Ning, et al. A multiscale molecular structural neural network for molecular property prediction[J]. Molecular Diversity, 2025, 29: 3273–3292.(SCI)

[9] Chao Yao, Lingfeng Zheng, Longchao Feng, Fan Yang, Zehua Guo, Miao Ma*.A collaborative superpixelwise autoencoder for unsupervised dimension reduction in hyperspectral images[J]. Remote Sensing, 2023, 15: 4211.(SCI)

[10] Yutong Li, Miao Ma*, Jie Wu, et al. MIE-Net: Motion information enhancement network for fine-grained action recognition using RGB sensors[J]. IEEE Sensors Journal, 2024, 24(7): 11770-11782.(SCI)

[11] Mengge Li, Miao Ma*, Liang Wang, et al. Multiagent deep reinforcement learning based incentive mechanism for mobile crowdsensing in intelligent transportation systems[J]. IEEE Systems Journal, 2024, 18(1): 527-538.(SCI)

[12] Jie Yang , Miao Ma*, Yutong Li, et al. VQALS: A video question answering method in low-light scenes based on illumination correction and feature enhancement[J]. Chinese Journal of Electronics, 2025, 34(4): 1300-1308.(SCI)

[13] Yutong Li, Miao Ma*, Shichang Liu, et al. YOLO-drone: A scale-aware detector for drone vision[J]. Chinese Journal of Electronics, 2024, 33(4): 1034-1045.(SCI)

[14] Mengge Li, Miao Ma*, Liang Wang, et al. Online participant selection incorporating coverage quality and participant ability for edge-aided vehicular crowdsensing[J]. Computer Networks, 2025, 264: 111265.(SCI)

[15] Hanyang Ning, Miao Ma*, Zhiwei Shi, et al. A classification method for fluorescence emission spectra of anionic surfactants with few-shot learning[J]. Journal of Molecular Modeling, 2025, 31(8): 1-12.

[16] 田卓钰, 马苗*, 杨楷芳. 基于级联注意力与点监督机制的全卷积考场目标检测模型[J]. 软件学报, 2022, 33(7): 2635-2647.(CCF A类期刊)

[17] 马苗, 王伯龙, 吴琦, 武杰, 郭敏. 视觉场景描述及其效果评价[J]. 软件学报, 2019, 30(4): 865-883.(CCF A类期刊)

[18] Zhilong Wang, Oianwen Wang, Jie Wu*, Miao Ma, Zhao Pei, Yingshi Sun*, Zhiguo Zhou*. An ensemble belief rule base model for pathologic complete response prediction in gastric cancer[J]. Expert Systems with Applications, 2023,233: 120976.(SCI 1区 top期刊)

[19] Jie Ren, Ling Gao, Xiaoming Wang, Miao Ma, Guoyong Qiu, Hai Wang, Jie Zheng, Zheng Wang. Adaptive computation offloading for mobile augmented reality[C]. Proceedings of UbiComp 2021.(CCF A类会议)

[20] Zhao Pei, Min Jin, Yanning Zhang, Miao Ma, Yee-Hong Yang. All-in-focus synthetic aperture imaging using generative adversarial network-based semantic inpainting[J]. Pattern Recognition, 2021, 111:107669.(SCI 1区 top期刊)

[21] Kaifang Yang, Yanchao Gong, Miao Ma, Hongren Wu. An efficient rate-distortion optimization method for low-delay configuration in H.265/HEVC based on temporal layer rate and distortion dependency[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019, 29(4): 1230-1236.(SCI 1区top期刊)

发明专利

[1] 马苗, 杨捷, 李雨桐, 等. 低光照场景下的视频问答方法,专利号: ZL202311246520.6, 2025.

[2] 马苗, 李雨桐, 武杰, 等. 基于特征自适应融合的立定跳远阶段分类方法,专利号: ZL202211005577.2, 2025.

[3] 马苗, 邱佳宝, 王哲, 等. 基于人脸识别技术的学习场景实时身份认证方法,专利号: ZL202210471987.X, 2024.

[4] 马苗, 田卓钰, 刘士昌, 等. 基于双线性自适应特征交互与目标感知的视频描述方法,专利号: ZL202210471987.X, 2024.

[5] 马苗, 申琪琪, 杨波, 等. 基于并发任务捆绑的群智感知环境监测任务推荐方法,专利号: ZL202110849723.9, 2024.

[6] 马苗, 申琪琪, 杨波, 等. 基于有限理性决策模型的群智感知噪声监测任务推荐方法,专利号: ZL202211004808.8, 2023.

[7] 马苗, 周玉莹, 杨波.基于群智感知技术的特定物资收集方法,专利号: ZL202110459359.5, 2023.

[8] 马苗, 高子昂, 吴琦, 等. 基于DenseCap网络的学习者行为图像多区域描述方法,专利号: ZL201811646144.9, 2023.

[9] 马苗, 陶丽丽, 高子昂, 等. 标准化考场监控的单帧图像中考生定位和计数方法,专利号: ZL201811649122.8, 2023.

[10] 马苗, 宋辰阳, 郭敏, 等. 增强的单阶段解耦的时序动作定位方法, 专利号: ZL202010062100.2, 2023.

[11] 马苗, 王哲, 裴炤, 等. 标准化考场考生实时监控方法, 专利号: ZL202010070768.1, 2023.

[12] 马苗, 陈小秋, 任杰, 等. 基于多尺度卷积核和超事件模块的单阶段动作定位方法, 专利号: ZL202010068403.5, 2023.

[13] 马苗, 李梦阁, 杨波, 等. 基于智能交通系统的多任务协同群智感知方法,专利号: ZL202111570182.2, 2023.

[14] 马苗, 陶丽丽, 裴炤, 等. 改进的SSD双网络的考场考生位置快速检测方法,专利号: ZL201910534569.9,2022.

[15] 马苗, 周玉莹, 杨波, 等. 基于区块链的群智感知救援物资收集方法,专利号: ZL202111297731.3, 2022.

主持（或参与）的项目

[1]国家自然科学基金面上项目:基于跨模态异构行为建模的教师教姿教态智能评测关键技术研究”, 2024.01-2027.12(主持)

[2] 国家自然科学基金重点项目:基于区块链的群智网络安全性研究”, 2021.01- 2024.12(第4人)

[3] 国家自然科学基金面上项目（首批F0701):事件驱动的学习者行为认知与视频理解关键技术研究”, 2019.01-2022.12(主持)

[4] 国家自然科学基金青年项目:基于灰色理论的SAR图像分割及其效果评价方法研究”, 2009.01-2011.12(主持)

[5] 陕西省重点研发计划项目:基于视频内容分析的学生体质提升个性化评测导关键技术研究”, 2022.01-2024.12(主持)

[6] 陕西省自然科学基础研究计划项目:标准化考场监控大数据中视觉场景的自动描述方法研究”, 2018.01-2019.12(主持)

[7] 陕西省青年科技新星项目:基于群体智能的图像处理关键技术研究”, 2011.01-2013.12(主持)