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maikherbig / AIDeveloper

GUI-based software for training, evaluating and applying deep neural nets for image classification
BSD 2-Clause "Simplified" License
109 stars 20 forks source link

Being able to set up Fill mode for augmentation #10

Closed alfrem closed 4 years ago

alfrem commented 4 years ago

Would be good to be able to set up fill mode as seen in:

https://keras.io/preprocessing/image/

Thank you

maikherbig commented 4 years ago

I totally agree, but I don't want to use ImageDataGenerator since it is very slow. I used ImageDataGenerator at the beginning (AIDeveloper<0.0.5) but I realized that this function took in some cases longer than training. Hence, I spend a lot of time to optimize the image augmentation functions using OpenCV (see aid_img.py). (So far I could not find any other library that is faster than the implementations in aid_img.py.) I will check if there is a way to get more fill-options using OpenCV or so.

alfrem commented 4 years ago

Great! Thanks.

maikherbig commented 4 years ago

Solved via faaf72a