姓      名：田军

     职      称：英才教授

     电子邮件：jtian@nankai.edu.cn

     导      师：博士生/硕士生导师

     所学专业：计算机科学与技术

    研究方向：人工智能、具身智能、企业数智化、医学AI

个人简介：bw西汉姆联教授，副经理，博士生导师，具身智能联合实验室负责人，南开-金蝶数字化联合实验室负责人。2001年获得中国科学院计算机应用技术博士学位，2005年获得美国佛罗里达大学计算机信息科学博士学位。BDE Tech公司董事长、首席科学家，曾任国际蓝牙联盟技术架构审核理事会理事、通信委员会和低功耗委员会委员，黑莓手机美国研究院高级研究员、摩托罗拉美国研发中心高级工程师。曾是多项国家863计划项目的负责人，中国科学院创新工程重要方向项目和国家自然科学基金项目的主要负责人，发表学术论文40余篇，授权专利30多项，软件注册登记20多项，广泛应用于智能产品工业界，多家科技公司创始人，产研创领域包括人工智能、机器人、企业数智化、智能制造、医学AI等。

部分论文及授权发明专利：

部分发表论文：

[1] "Flexible job shop scheduling with stochastic machine breakdowns by an improved tuna swarm optimization algorithm." Journal of manufacturing systems, 2024 (SCI一区）

[2] "Multilevel threshold segmentation of rice plant images utilizing tuna swarm optimization algorithm incorporating quadratic interpolation and elite swarm genetic operators." Expert Systems with Applications, 2025 (SCI一区）

[3] "UAV formation path planning for mountainous forest terrain utilizing an artificial rabbit optimizer incorporating reinforcement learning and thermal conduction search strategies." Advanced Engineering Informatics，2024 (SCI一区)

[4] "基于多策略改进人工兔优化算法的三维无人机路径规划方法." 电子学报 ，2024 (CCF A)

[5] "An Improved Hippopotamus Optimization Algorithm Utilizing Swarm-Elite Learning Mechanism’s Levy Flight and Quadratic Interpolation Operators for Optimal Parameters Extraction in Photovoltaic Models." International Conference on Intelligent Computing, 2024 (CCF C)

[6] "An effective method for extracting PV model parameters utilizing the red-tailed hawk optimization algorithm." China Intelligent Networked Things Conference, 2024

[7] "PCASNet: Polarized Cross-scale Attention Self-attention Network for Lightweight Ultrasound Medical Image Segmentation." ICICML 2024

[8] "SAMamba: A Segment Anything Model-Augmented Framework Integrating Mamba for Comprehensive Medical Image Segmentation." ITCA 2024

[9] "SLOTSA: A Multi-Strategy Improved tunicate swarm algorithm for engineering constrained optimization problems." 2023 IEEE International Conference on Software Services Engineering.

[10] "SGGTSO: A spherical vector-based optimization algorithm for 3D UAV path planning." Drones, 2023 (SCI 二区)

[11] "The Construction of DNA Coding Sets by an Intelligent Optimization Algorithm: TMOL-TSO." International Conference on Neural Information Processing. Singapore: Springer Nature Singapore, 2023. (CCF C)

[12] "An improved nonlinear tuna swarm optimization algorithm based on circle chaos map and levy flight operator." Electronics, 2022 (SCI 三区）

[13] "An Improved crystal structure algorithm for engineering optimization problems." Electronics， 2022 (SCI 三区）

[14] "Modified tuna swarm optimization algorithm using levy flight." International Conference on Computer Vision, Application, and Algorithm (CVAA 2022）

[15] "LKSNeXt: An Efficient Medical Image Segmentation Network with Large Kernels and Lightweight Structure." International Conference on Acoustics, Speech, and Signal Processing 2025, 2025 (CCF B)

[16] "RLK-Net: An Efficient Residual Large Kernel Convolution with Channel-Wise Adaptive Feature Fusion for Medical Image Segmentation." IEEE International Conference on Multimedia & Expo 2025, 2025 (CCF B)

[17] "Dynamic green multi-objective scheduling for flexible job shop by deep reinforcement learning." Computers & Industrial Engineering, 2025 (SCI二区)

[18] "Optimal parameters extraction for photovoltaic models utilizing an artificial rabbit optimizer incorporating swarm-elite learning mechanism’s Levy flight strategy." Computers and Electrical Engineering, 2025 (SCI三区)

[19] "Dynamic UAV path planning in mountainous terrain utilizing an arithmetic optimization algorithm incorporating adaptive thermal conduction search and elite population genetic strategies." Aerospace Science and Technology, 2025 (SCI一区)

[20] "DyMAS-Net: Dynamic Multi-scale Adaptive Sampling Network for Efficient Medical Image Segmentation." International Conference on Medical Image Computing and Computer-Assisted Intervention, 2025 (CCF B)

[21] "SATU-net: A Shadow Adaptive Tracing U-net for Gastric Cavity Segmentation based on the Principle of Ultrasound Imaging." Scientific Reports, 2025 (SCI三区)

[22] "FPE-Unet: Thyroid Nodule Segmentation via Frequency and Position-Aware." 2025 4th International Conference on Artificial Intelligence, Internet of Things and Cloud Computing Technology 2025

[23] "PMSS-NeXt: An Efficient Polarized Multi-Scale Synergy Network for Complex Medical Image Segmentation" 2026 IEEE International Conference on Acoustics, Speech and Signal Processing, 2026 (CCF B)

[24] "SAMM: SEGMENT ANYTHING MAMBA MODEL FOR GENERAL MEDICAL IMAGE SEGMENTATION." 2026 IEEE International Conference on Acoustics, Speech and Signal Processing, 2026 (CCF B)

[25] "Robust context-aware medical images segmentation using multi-scale convolutions and adaptive feature fusion." Biomedical Signal Processing and Control, 2026 (SCI二区 TOP)

[26] "MSCANet: A Lightweight and Robust Model for Colorectal Tumor Segmentation in Medical Imaging." International Conference on Intelligent Computing, 2026 (CCF C)

[27] "Context-Aware Boundary Refinement for Ultrasound Segmentation: Introducing U-SegRefine." International Conference on Intelligent Computing, 2026 (CCF C)

[28] "MTSNet: A Lightweight Boundary-Aware Multi-Scale Network for Medical Image Segmentation." IEEE International Conference on Systems, Man, and Cybernetics, 2026 (CCF C)

部分发明专利：

[1] WO2008150756A1, “Method and System to Configure Audio Processing Paths for Voice Recognition”

[2] US20050035854A1, “Home management and personal assistance using a mobile communication device”

[3] US7970350B2, “Devices and Methods for Content Sharing”

[4] US8254837B2, “Establishing Full-Duplex Audio Over an Asynchronous Link”

[5] CN118628657A “一种胃部超声图像辅助扫描方法、装置及电子设备”

[6] CN113613255B “一种同频段多协议无线通信技术共存的方法”

[7] CN105224830B “一种通信软件授权安全管理方法”

[8] CN102946261B “一种基于无线通讯技术的低时延、多对多控制方法”

[9] E12509642 “动态环境下无人机集群路径规划中强化学习集成多策略算术优化方法”

[10] CN121564014A “一种跨模态的轻量化结直肠肿瘤分割方法及装置”

[11] 2025114665278 “基于惯性导航的远程超声探头姿态同步与闭环控制方法”

[12] CN120807376A “医学图像亮度标准化预处理方法及装置”

[13] 2025113924913 “一种动态绿色多目标柔性作业车间调度方法”

[14] 2025118432192 “一种多模态传感器融合的移动物体定位方法及装置”

讲授课程：

本科生课程《企业级AI软件设计与开发-理论与实践》

研究生课程《人工智能物联网导论》

职工英文教学课程《AIoT Introduction》

社会兼职：

国务院侨办科技创新委员会委员

工信部浙江省卓越工程师培育基地专家委员

中国软件行业协会教育与培训分委会副主任