You might think that use case is not too common, but once you go into industry images become VERY big lately.
I am talking about gigabytes sized raster images. That may be maps and satellite data, medical data, microscopy data.
Take any use case where you are interested in an overview and the details at the same time.
So far i found good support for map data.
Can somebody point me to a hint where to start for arbitrary big image data? Resolution starts at 100k x 100k pixels, images grow up to 80GB in size. Most images are made up of layers of tiles at different resolution scales. Here is a list of file types of such image pyramids also called
whole slides: Supported whole slide image formats – Pathomation
For a list of the most common whole slide viewers available, see here: 10 Open source Whole-Slide Image Viewers and Analysis Programs
In streamlit, we can run models on the tiles sequentially, also numerical analysis is not a problem but visualization is a pain in the ***.
Having a component that would allow to view big medical and industry images in streamlit would be such a valuable addon for a lot of communities. This could be the tipping point for streamlit to gain traction in medical and industry computer vision.
I am just leaving it here, maybe someone will find a way or can think of any other way to create a custom component that will finally allow us to actually SEE what we are doing.
Thanks again for all the awesome work and the great community