pyg-team/pytorch_geometric

[Dataset] add MedShapeNet to datasets

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#8,719 创建于 2024年1月4日

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 (2 评论) (3 反应) (1 负责人)Python (19,985 star) (3,514 fork)batch import
datasetfeaturegood first issue

描述

🚀 The feature, motivation and pitch

https://medshapenet.ikim.nrw/ Adding this dataset to PyG w/ an example of training a simple GNN that would enable exploration at scale across the community for allowing AI to understand the plethora of complex medical shapes that exist

I will guide @jdhenaos, @loupl, and @ericauld in completing this task (cannot assign them as assignees unfortunately)

Alternatives

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Additional context

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贡献者指南

技术栈
pythonpytorch
领域
machine learningdata
议题类型
feature
难度面向新贡献者的预计实现难度，1 表示很小改动，5 表示专家级工作。
3
预计时间有经验贡献者完成调查、实现、测试并准备 pull request 的粗略时间范围。
1-2 days
活动状态议题当前的可参与程度：新鲜、活跃、陈旧、阻塞或等待维护者输入。
active
清晰度议题是否清楚说明期望改动、验收标准和下一步。
clear
前置要求
PythonPyTorchPyG dataset APIbasic GNN knowledge
新手友好度1-100 的估计分数，表示该议题对首次贡献者的友好程度。
65
研究方向
Study existing dataset implementations in the PyG datasets directory (e.g., 'torch geometric/datasets/'). Create a new dataset class for MedShapeNet that downloads and processes the data. Ensure compatibility with the existing dataset interface. Also, implement a simple GNN training example in an example script. Refer to the PyG documentation for dataset contributions.