Training day-night
rudolphyo opened this issue · comments
Had anyone tried to reproduce results of day to night?
The problem is that i get very poor results. I take dataset mentioned in paper and make folders A and B in this way : take strong day photos(daylight > 0.8) for A and strong night photos (night > 0.6) for B for each webcam. Then i made some data augmentation through rotating/mirroring of images. After that I combined them with script and change batch_size from 1 to 4 and epochs from 200 to 17 as in paper.
Thank you!
Did you make sure to apply identical augmentations to each training/testing pair?
@ppwwyyxx yeah, sure. If in A i have 90 left rotated image, so in B it is the same, but night one.
I can share my script that I`ve used for augmentation
@rudolphyo Can you please share your github link or your training and testing scripts for your datasets ?
And how did you train it?
I get a very blurry and weird artifacts in results.
--batch_size 4 --preprocess scale_width_and_crop --load_size 754 --crop_size 512