kingdroopa
kingdroopa OP t1_j4vguxt wrote
Reply to comment by ML4Bratwurst in [D] Suggestion for approaching img-to-img? by kingdroopa
The GAN models I've tested are based on the 'unaligned' approach (e.g. CycleGAN). I still have not tested to cut and resize the images, to make them show the same region. My immediate thought would be that the top-and-bottom of both images might dissapear, but perhaps its ok still?
kingdroopa OP t1_j4vgmvb wrote
Reply to comment by ML4Bratwurst in [D] Suggestion for approaching img-to-img? by kingdroopa
Interesting! I will for sure write that down in my TODO list, thanks!
kingdroopa OP t1_j4vgho9 wrote
Reply to comment by nmkd in [D] Suggestion for approaching img-to-img? by kingdroopa
Correct, it's not physically possible. This is a research project to find to what degree it IS possible :)
kingdroopa OP t1_j4vbaxk wrote
Reply to comment by BlazeObsidian in [D] Suggestion for approaching img-to-img? by kingdroopa
Thanks :) I noticed Palette uses paired images, whilst mine are a bit unaligned. Would you considered it a paired image set, or unpaired? They look closely similar, but don't share pixel information in the top/bottom of the images.
kingdroopa OP t1_j4vafrc wrote
Reply to comment by Anjum48 in [D] Suggestion for approaching img-to-img? by kingdroopa
Thanks a lot! Will look into it, but seems like the U-NET outputs are segmentation masks, whilst I want it to actually output (generate) IR image equivalents of the RGB image. Is there some idea that I'm missing, perhaps?
kingdroopa OP t1_j4v5t9a wrote
Reply to comment by BlazeObsidian in [D] Suggestion for approaching img-to-img? by kingdroopa
Hmm, interesting! Do you have any papers/article/sources supporting this claim?
kingdroopa OP t1_j4v5qug wrote
Reply to comment by Latter_Security9389 in [D] Suggestion for approaching img-to-img? by kingdroopa
Have tried CycleGAN, CUT (which is an improvement of CycleGAN), NEGCUT (similar to CUT) and ACL-GAN.
kingdroopa OP t1_j4v5o38 wrote
Reply to comment by new_name_who_dis_ in [D] Suggestion for approaching img-to-img? by kingdroopa
Could you recommend any SOTA models using U-NET?
Submitted by kingdroopa t3_10f7dyr in MachineLearning
kingdroopa OP t1_j4vh0sq wrote
Reply to comment by Anjum48 in [D] Suggestion for approaching img-to-img? by kingdroopa
Ahh, I see. Thanks! I'll write it down in my TODO list. Might have to investigate seg masks a bit more :)