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Background Subtraction problem

Hello all,

I am trying to build a system that could identify changes in images taken every day (24h delay between each image). My approach was to use backgroundsubtractionMOG2 but it's failing when the weather changes dramatically (sunny to cloudy day) and learning the background is taking a lot of time.

Do you recommend any algorithm or method to solve this?

Thanks.