米哈游基础研究-图形算法研究员 (AI3D绑骨蒙皮大模型)
校招全职程序&技术类地点:上海状态:招聘
任职要求
1.2027届计算机、图形学、三维视觉、人工智能等相关专业硕士及以上学历; 2.熟练掌握 Python 及 PyTorch,具备扎实的深度学习基础(如 GNN、Transformer、3D 表示等); 3.熟悉 3D 几何处理、自动化绑骨蒙皮(Rigging & Skinning)算法或 3D 生成算法(如…
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工作职责
1.核心模型研发:负责通用 3D 绑骨蒙皮大模型的架构设计与演进,结合 3D 几何理解、解剖学先验与运动学约束,实现从 3D 网格到“骨骼层级 + 蒙皮权重”的端到端生成; 2.算法攻坚与优化:开发自动化骨骼布局(拓扑与关节定位)及高精度蒙皮权重预测算法,解决多拓扑、非人形及不同风格 3D 资产的泛化性与变形自然度问题; 3.数据体系构建:搭建工业级 3D 绑骨蒙皮数据管线,负责数据清洗、规范化标注与质量评估,构建高质量的训练与测评数据集。
包括英文材料
学历+
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
GNN+
https://distill.pub/2021/gnn-intro/
Neural networks have been adapted to leverage the structure and properties of graphs.
https://gnn.seas.upenn.edu/
Graph Neural Networks (GNNs) are information processing architectures for signals supported on graphs.
https://www.ibm.com/think/topics/graph-neural-network
Graph neural networks (GNNs) are a deep neural network architecture that is popular both in practical applications and cutting-edge machine learning research.
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