Carizon
Posted 1y ago

高级算法工程师-仿真端到端

Carizon
Beijing or Shanghai
OnsiteFull Time
Responsibilities
  • building simulation
  • training models
  • optimizing algorithms
Requirements
  • Master's degree or above in CS/AI/automation/vision/graphics/math/physics
  • Proficient C++/Python
  • Deep learning framework experience
  • Strong system design and cross-team collaboration
Technical tools mentioned
C++PythonPyTorchTensorFlowCUDASfMMVSSLAMNeRFDUSt3RVGGTStable DiffusionVideo DiffusionVLMVLAWorld Model

Job description

1. 基于 场景三维重建、神经渲染、2D/3D生成式模型等前沿重建与生成式AI技术,构建端到端闭环仿真系统,支撑自动驾驶算法的训练与验证
2. 参与下一代自动驾驶仿真模拟器的预研与架构设计,加快端到端 VLM/VLA 、强化学习训练框架的构建与落地

1. 硕士及以上学历,计算机软件、人工智能、自动化、计算机视觉、图形学、数学、物理等相关专业
2. 熟练掌握 C++ / Python 编程,具备至少一种主流深度学习框架(如 PyTorch / TensorFlow)的实战经验,具备扎实的数据结构与算法基础
3. 具备良好的系统设计能力、跨团队沟通与协作能力
4. 满足以下至少一项核心能力要求
1. 熟悉场景三维重建技术,对SfM/MVS/SLAM、3DGS、NeRF、DUSt3R/VGGT等技术有深入理解,能结合具体业务场景独立地进行相关算法训练、开发、性能优化等工作
2. 熟悉生成式AI技术,对Stable Diffusion、Video Diffusion、多模态生成模型、World Model、 VLM等技术有深入理解,能结合具体业务场景独立地进行模型训练、微调、模型部署等工作
3. 熟悉神经渲染技术,对Volumetric Rendering、可微渲染、光照估计等技术有深入理解,能结合具体业务场景独立进行相关算法训练、开发、性能优化等工作
4. 熟悉真实相机成像过程(如 ISP、畸变、运动模糊),具备图像传感器仿真经验
5. 加分项
1. 在自动驾驶场景相关的领域(e.g., 感知、预测、规控、建图、端到端、数据生成, etc.)有算法开发、量产落地等项目经验
2. 在相关领域的顶会上发表过论文(e.g., SIGGRAPH,CVPR,ICCV,ECCV,TPAMI,ICLR,ICML,NeurIPS,etc.)
3. 在相关领域的开源项目(如GitHub)上有自己的原创或有技术贡献
4. 熟悉CUDA编程和并行计算,能基于CUDA进行算法性能优化

About Carizon

Develops AI-powered autonomous driving and ADAS software solutions.

Year founded
2023
Employees
500
Organization type
Private
Latest investment
Corporate Round (2023)
Headquarters
CN

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