Pony.ai

算法实习生-多模态感知

Pony.ai  •  Onsite  •  6 days ago
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Job Description

算法实习生-多模态感知北京实习职位描述1. 多传感器感知算法开发与优化:负责基于 Camera、LiDAR 及多模态融合的感知算法开发与优化,工作方向包括但不限于目标检测、语义/实例分割、目标跟踪与三维重建等。
2. 基于视觉大模型的伪标签与数据增强:利用 Depth Anything、SAM 等视觉基础模型的泛化能力,设计高质量的伪标签自动标注策略,扩充训练数据覆盖度,提升端侧小模型在长尾场景下的泛化能力。
3. 知识蒸馏与端侧模型泛化迁移:通过知识蒸馏、特征蒸馏、模型压缩等方式,将大模型的鲁棒表征迁移到轻量级端侧模型中,在不显著增加推理成本的前提下,最大化小模型的场景适应性。
职位要求1. 计算机或相关专业本科以上学历;
2. 熟练掌握深度学习及计算机视觉相关的基本算法;
3. 熟悉基于CNN的图像检测、跟踪、识别等算法流程;
4. 优秀的编程能力,熟悉C/C++或Python;
5. 有较强的独立解决问题能力,学习能力及沟通能力;
若能满足如下条件的其中一个,会适当加分:
1. 有较强的研究能力优先,如发表过第一作者CCF A类会议或期刊等论文;
2. 熟悉某种深度学习框架,如Pytorch等,对深度学习有深入的了解;
3. 熟悉并行计算或cuda编程,或图像处理方面经验的优先;
4. 在自动驾驶行业有实习经验;
5. 能实习6个月及以上。 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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