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to answer the question of how do I reduce the number of proposals from 20,000 to around 2,000 we can borrow the hint from how select research works basically if you are using the selective search or edge boxes what will happen is the technique will be eliminating all the background regions from the image from your downstream processing that is it will not give the background regions to the ROI pooling layer to do rest of the processing here itll only give proposals from those areas of the image where the probability of there being an object is higher so these regions basically so how about touring the same hint and or slightly changing the design of my design of my vision proposal network so here what I can do is lets say if the sliding window position of is this somehow I have to identify if this is a foreground region or a background region thats it if it is a background region then straightaway I can eliminate the proposals but practically how do I achieve it I can just add a cla