Accounting for varying object size in images of constant size
ashnair1 opened this issue · comments
This issue is somewhat related to #86. I understand that TRAIN.SCALES parameter allows us to show the scaled version of the image to the model. My question is will this also work in the case where object sizes vary but image size is constant?
In my case, the size of images is mostly consistent (1024 x 1024). But the sizes of my objects of interest can vary from 8x8 pixels to 128 x 128 pixels. Should I change the FPN.RPN_ANCHOR_START_SIZE to start from 8 or should I modify the set of TRAIN.SCALES or perhaps both?
This issue is somewhat related to #86. I understand that
TRAIN.SCALESparameter allows us to show the scaled version of the image to the model. My question is will this also work in the case where object sizes vary but image size is constant?In my case, the size of images is mostly consistent (1024 x 1024). But the sizes of my objects of interest can vary from 8x8 pixels to 128 x 128 pixels. Should I change the
FPN.RPN_ANCHOR_START_SIZEto start from 8 or should I modify the set ofTRAIN.SCALESor perhaps both?
Thank you for your answer. The size of image in my data is 1200 * 1600. And an assert error has been appeared which is len(roidb) == len(acched_roidb). How can I resolve this problem. Thank you very very much!!!