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Open nowPosted 129 days ago

【27届】语义地图算法工程师

x2-robot/91213080 open roles

Where
Shenzhen, Guangdong, Chinese Mainland
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Your applicationOpen now【27届】语义地图算法工程师x2-robot/912130 · Shenzhen, Guangdong, Chinese Mainland
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11.8% of postings close within 7 days. Measured by our own scanner across the market.

Share of postings closed within
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  3. 11.8%7 days
  4. 18.5%14 days
  5. 35.5%30 days
  6. 45.1%60 days
This job: posted 129 days ago

The posting

1. 多模态语义理解与特征融合:负责利用开放词汇(Open-Vocabulary)检测/分割模型(如 YOLO-World, Grounding DINO, SAM 等)或 VLM 先验,实时提取家庭环境中的三维物体标签、空间边界及场景属性。 2. 实现语义特征与传统 SLAM 几何数据(RGB-D、LiDAR、IMU)的鲁棒时空对齐与数据关联。 3. 分层拓扑地图架构设计 (Layered Mapping): 设计并实现多层联动地图架构,包括但不限于:底层几何层(栅格地图/TSDF)、中间物体/属性层(3D Bounding Box / 语义稠密网格)、高层拓扑层(房间连通图/语义关系图)。 4.基于维诺图及图论的空间表征 (Generalized Voronoi Diagram):负责研发基于广义维诺图(GVD / Voronoi Diagram)或骨架提取算法的空间拓扑化表征技术。 利用维诺图将复杂的 2D/3D 家庭自由空间压缩为一维拓扑中轴线网络,提取关键拓扑节点(如房门、狭窄通道),用于实现低功耗、高效率的路径规划与语义划分。 5. 动态地图更新与记忆反思机制 (Map Maintenance): 研发针对家庭场景的长周期、动态地图更新算法,有效处理家具移动、房门开关、人员走动等引起的地图环境变更。 6. 设计增量式更新(Incremental Update)与概率维护机制,确保地图信息在数天或数月运行后的时空一致性与语义鲁棒性。 7. 端侧部署与跨团队打通:负责将算法移植、量化并优化部署在边缘端计算平台,配合 VLN(视觉语言导航)算法团队,实现高效的语义地图查询、拓扑定位与大规模语义数据存储。

1. 毕业时间介于2026年9月至2027年8月的国内外高校的本科生、硕士生、博士生,计算机、自动化、机器人、测绘遥感等相关专业优先。 2. 精通 Python 和 C++,具备优秀的软件架构设计能力和高效的数据结构与算法基础。 3. 深入理解经典 2D/3D SLAM 与状态估计理论(如激光激光 SLAM、视觉 SLAM 或三维重建)。 4. 熟练掌握图论与计算几何基础,有维诺图(Voronoi Diagram)、Delaunay 三角剖分、拓扑骨架提取或图搜索算法($A^$, Dijkstra, HPA)的实际开发经验。 5. 熟悉深度学习在三维视觉中的应用(如三维物体检测、语义分割、开放词汇识别)。 6. 熟练掌握 Linux 环境,精通 ROS/ROS2 机器人操作系统,熟练使用 OpenCV、PCL(Point Cloud Library)、g2o/Ceres 或图形数据库。

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