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Background averaging not working

I'm working on a problem where I'm trying to use background averaging to see what the frame looks like in a beehive behind the bees. I've been trying to use standard averaging (I take an image every 1 or 4 seconds over the course of my 3 hour video) as well as other techniques like mog and mog2. The problem is that there is an extremely high density of bees in the centre that is tightly packed and bared moving, so while I end up with a great view of the background around the middle, the centre turns into a bit of a smear like this:

image description

Does anyone have any advice on what I could do to improve things? I spoke to a researcher who suggested something called "sparse coding" as one possible options and I'm curious if OpenCV has anything like that.

Thanks so much!

Background averaging not working

I'm working on a problem where I'm trying to use background averaging to see what the frame looks like in a beehive behind the bees. I've been trying to use standard averaging (I take an image every 1 or 4 seconds over the course of my 3 hour video) as well as other techniques like mog and mog2. The problem is that there is an extremely high density of bees in the centre that is tightly packed and bared barely moving, so while I end up with a great view of the background around the middle, the centre turns into a bit of a smear like this:

image description

Does anyone have any advice on what I could do to improve things? I spoke to a researcher who suggested something called "sparse coding" as one possible options and I'm curious if OpenCV has anything like that.

Thanks so much!that or if anyone knows of any other techniques I could try.