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For good 3D reconstruction using a stereo camera, it requires a lot of texture. The outdoor demo is in a very texturized environment. If your goal is to do 3D reconstruction indoor, I'll use an RGB-D sensor (e.g., Kinect, Kinect v2, Xtion Pro Live...), which gives depth values on surfaces with no texture.

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