lut_reproduce

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protsenkovi d34cc7833e new framework impl. added chebykan and linear models.		4 months ago
data	FC	8 months ago
experiments	updates	6 months ago
src	new framework impl. added chebykan and linear models.	4 months ago
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explore.ipynb	new framework impl. added chebykan and linear models.	4 months ago
readme.md	new framework impl. added chebykan and linear models.	4 months ago

readme.md

Example

python train.py --model SRNetR90
python test.py --test_datasets Set5,Set14,B100,Urban100,Manga109 

python transfer_to_lut.py 

python train.py --model_path /wd/lut_reproduce/models/last_transfered_lut.pth --total_iter 2000
python test.py --test_datasets Set5,Set14,B100,Urban100,Manga109 

python image_demo.py

Help

python train.py --help
python test.py --help
python transfer_to_lut.py --help
python image_demo.py --help

Requirements:

pip install schedulefree tensorboard opencv-python-headless scipy pandas matplotlib

python train.py --model ChebyKANNet --total_iter 200000 --train_datasets mix-01-blur-1+ffmpeg --test_datasets mix-01-blur-test --upscale_factor 1 --val_step 210000 --layers_count 4 python transfer_to_lut.py --model_path ../experiments/ChebyKANNet_RGB_mix-01-blur-1+ffmpeg_x1/checkpoints/ChebyKANNet_200000.pth python test.py --model_path ../experiments/last_transfered_lut.pth --test_datasets src --save_predictions

python test.py --model_path ../--test_datasets src --save_predictions