license: cc-by-4.0
pipeline_tag: image-to-image
tags:
- pytorch
- super-resolution
- pretrain
Since no DRCT model releases exist yet, I am releasing my drct-s, drct and drct-l pretrains.
These can be used to speed up and stabilize early training stages when training new drct models.
Trained with mssim (and augs, and color and lumaloss) on downscaled nomosuni.
Training files are also provided additionally.
4xmssim_drct-s_pretrain
Scale: 4
Architecture: DRCT
Architecture Option: DRCT-S
Author: Philip Hofmann
License: CC-BY-0.4
Purpose: Pretrained
Subject: Anime, Photography
Input Type: Images
Release Date: 28.04.2024
Dataset: nomos_uni
Dataset Size: 2989
OTF (on the fly augmentations): No
Pretrained Model: None (=From Scratch)
Iterations: 75'000
Batch Size: 6
GT Size: 128-320
Description: A pretrain to start drct-s model training, since there are no official released drct pretrains yet I trained these myself and release them here.
4xmssim_drct_pretrain
Scale: 4
Architecture: DRCT
Architecture Option: DRCT
Author: Philip Hofmann
License: CC-BY-0.4
Purpose: Pretrained
Subject: Anime, Photography
Input Type: Images
Release Date: 28.04.2024
Dataset: nomos_uni
Dataset Size: 2989
OTF (on the fly augmentations): No
Pretrained Model: None (=From Scratch)
Iterations: 95'000
Batch Size: 2-6
GT Size: 128-320
Description: A pretrain to start drct model training, since there are no official released drct pretrains yet I trained these myself and release them here.
4xmssim_drct-l_pretrain
Scale: 4
Architecture: DRCT
Architecture Option: DRCT-L
Author: Philip Hofmann
License: CC-BY-0.4
Purpose: Pretrained
Subject: Anime, Photography
Input Type: Images
Release Date: 28.04.2024
Dataset: nomos_uni
Dataset Size: 2989
OTF (on the fly augmentations): No
Pretrained Model: None (=From Scratch)
Iterations: 108'000
Batch Size: 2-6
GT Size: 128-320
Description: A pretrain to start drct-l model training, since there are no official released drct pretrains yet I trained these myself and release them here.
Showcase: