Machine Learning

【从深度学习基础到计算机视觉实战！目标检测/图像分割/图像识别三大主流方向全详解！究极通俗易懂，草履虫都学的会！】 https://www.bilibili.com/video/BV1PY4y1K7W7/?share_source=copy_web&vd_source=1e7c37119eb2f828f8ee6fc34f319375
【稀缺！人工智能必备【图像分割+语义分割】经典项目实战，同济大牛手把手教你做unet医学细胞分割实战，草履虫都说简单！-人工智能/计算机视觉/深度学习/AI】 https://www.bilibili.com/video/BV1U94y1R71P/?share_source=copy_web&vd_source=1e7c37119eb2f828f8ee6fc34f319375

Useful repository

Roofline-extraction-from-orthophotos https://github.com/Ylannl/Roofline-extraction-from-orthophotos

Some link from Sitong (2nd week)

https://cjio.readthedocs.io/en/stable/tutorials.html

https://docs.3dbag.nl/en/schema/attributes/#b3_mutatie_ahn3_ahn4

[comment from Chengzhi]: The existing attributes are mainly useless... we need our custom features (some of the features can be obtained based on the features 3D group already used for urban morphology

CityJSON in QGIS: Development of an open‐source plugin

https://colab.research.google.com/drive/11FLiN5p4gI0AK2H6m-7nWrZMexECgOKl#scrollTo=njc_5UEips8f

https://github.com/yeyan00/pointcloud-sota

cityJSON cityGML

Alternatively, any CityGML file can be automatically converted to CityJSON with the open-source project citygml-tools (based on citygml4j).

Analysing CityModels with pandas and scikit-learn

https://cjio.readthedocs.io/en/stable/api_tutorial_ml.html

Reading List