LaneGCN 部署流水线（DMLaneGCN）
面向自动驾驶 motion forecasting 的 LaneGCN 模型 ONNX / TensorRT 部署流水线，在 TensorRT 10.x 上实现 ≤ 10ms 端到端推理延迟，包含 ONNX 导出、动态 shape 引擎构建、weight-only INT8 量化与可视化验证。
Professional Summary
Hoew is a Machine Learning Specialist with deep expertise in reinforcement learning, modern machine learning techniques, and data-driven decision systems. He has extensive hands-on experience developing autonomous driving prediction algorithms, deploying production-grade models, and optimizing computational performance. Passionate about designing robust, scalable AI systems that deliver real-world impact.
Education
MS in Automation Systems
2018-09-01
2021-12-31
Technical University of Berlin
BS in Vehicle Engineering
2013-09-01
2018-07-31
Tongji University
Interests
Deep Reinforcement Learning
Autonomous Driving
Machine Learning
Robotics & SLAM
Computer Vision
Projects
StrawberryScan（硕果鉴）
基于 AIPC 与多模态大模型的端侧 AI 草莓品控工具。结合 YOLO11 目标检测/分割、RAG 知识库检索与多模态大模型，在搭载骁龙 X Elite 的 AIPC 端侧实现草莓成熟度与病虫害的精准识别，可提升优果率 20% 以上。