Where can I find the buildings image databases for training in deep learning ?

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Halit Eriş

You can create your own dataset with google search tools. The tools are for quickly searching and picking up the desired failure images. Unfortunetely i do not know about any other database.

Peilong Li

ImageNet has some categories as architectures or buildings.

Also, the NOAA has some natural hazards image you may want to look at. https://www.ngdc.noaa.gov/hazardimages/#/

Vincentius Ewald

Google Street View has actually a lot of building images and you can generate tons of it. However, if you're looking for destroyed buildings after earthquakes, I don't think there are many of those. Nevertheless you can still use Google Image given the keywords:

https://www.google.com/search?q=buildings+destroyed+by+earthquakes&client=firefox-b-d&source=lnms&tbm=isch&sa=X&ved=0ahUKEwjHjLu7iMHhAhUIqaQKHQM7DsgQ_AUIDigB&biw=1920&bih=916

Sattar Dorafshan

If you're looking for defects in buildings, SDNET should work:

https://www.sciencedirect.com/user/chooseorg?targetURL=%2Fscience%2Farticle%2Fpii%2FS2352340918314082