Pony.ai

广州算法实习生 - 座舱监控 - 目标检测与蒸馏方向

Pony.ai  •  Onsite  •  1 month ago
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Job Description

广州算法实习生 - 座舱监控 - 目标检测与蒸馏方向广州实习职位描述1. 负责座舱监控核心算法研发与优化。
2. 迭代目标检测与多任务模型,在复杂光照、遮挡与跨车型场景下提升鲁棒性与时延表现。
3. 开展知识蒸馏与模型压缩(蒸馏/剪枝/量化),完成端侧部署与推理优化(ONNX/TensorRT 等)。
4. 搭建数据闭环:制定标注规范、难例挖掘与主动学习、数据清洗与增强,开展合成数据与域自适应以提升长尾与极端场景表现。
5. 跟踪并复现相关方向 SOTA,建立可复用的基准与评测体系,输出技术文档与复盘报告。
职位要求1. 计算机/人工智能/数学等相关专业,本科及以上学历;熟练掌握 Python/C++,具备扎实的算法与工程实现能力。
2. 熟悉主流深度学习框架(PyTorch/TensorFlow),有从零训练与调参经验。
3. 掌握主流检测/关键点/跟踪方法。
4. 有知识蒸馏与模型压缩的实战经验或系统理解。
5. 具备部署与性能调优经验,关注 mAP/Recall/延迟/功耗等指标。
6. 具备快速学习与良好沟通协作能力。
加分项
1. 有座舱/驾驶员监控(DMS/OMS)经验。
2. 有开放集目标检测(如Grounding-DINO)模型研究或应用经验;
3. 有视觉-图像大模型(如BLIP、Qwen-VL等)的研究或应用经验
4. 具备数据工程能力:自动标注、数据治理与评估工具链建设,能够推进数据-模型协同迭代。 投递
Pony.ai

About Pony.ai

Pony AI Inc. (“Pony.ai”) is a global leader in the large-scale commercialization of autonomous mobility.

Leveraging its vehicle-agnostic Virtual Driver technology, full-stack autonomous driving technology that seamlessly integrates its proprietary software, hardware, and services, Pony.ai is developing a commercially viable and sustainable business model that enables the mass production and deployment of vehicles across transportation use cases.

Founded in 2016, Pony.ai has expanded its presence across China, Europe, East Asia, the Middle East, and other regions, ensuring widespread accessibility to its advanced technology.

Pony.ai is among the first in China to obtain licenses to operate fully driverless vehicles in all four Tier-1 cities in China (Beijing, Guangzhou, Shanghai, Shenzhen) and has begun to offer public-facing, fare-charging robotaxi services without safety drivers in Beijing, Guangzhou and Shenzhen. Pony.ai operates a fleet consisting of over 250 robotaxis.

To date, Pony.ai has driven nearly 45 million autonomous testing and operation kilometers on open roads worldwide.

Industry
IT & Software
Company Size
501-1,000 employees
Headquarters
Fremont, California
Year Founded
2016
Website
pony.ai
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