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Maybe the network didn't learn the horizontal information

Open Mr-doooog opened this issue 3 years ago • 1 comments

I trained a mobilenet v2 with the generated rotated image, which show great performance on generated rotated image but low performance on real rotated image. I think maybe the net learned the way to generate rotated images by interpolating artifacts or other methods

Mr-doooog avatar Nov 04 '21 09:11 Mr-doooog

I also faced that problem and thought the same as you. After I trained on "manually" rotated images I could get a model that worked as expected.

vitorvilela avatar Aug 26 '22 16:08 vitorvilela

Hi, I've made an extension to generate rotated images in smaller number of classes. If you don't need to determine the exact angle, please try a 4-step rotation (in 90° increments), which doesn't require to fill in the outside of the original image.

https://github.com/d4nst/RotNet/issues/50

KazuhideMimura avatar Jul 15 '23 05:07 KazuhideMimura

@vitorvilela Hi, could you share your model weight h5 file? Thanks a lot!

willswordh avatar Nov 21 '23 19:11 willswordh

Hi @willswordh,

I'm quite sure the model I trained will not work for you, because it was trained on a very specific kind of image. Unfortunately, I can't share the binary because of copyright.

Vitor Vilela

On Tue, Nov 21, 2023 at 4:36 PM willswordh @.***> wrote:

@vitorvilela https://github.com/vitorvilela Hi, could you share your model weight h5 file? Thanks a lot!

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vitorvilela avatar Nov 27 '23 13:11 vitorvilela