├── .gitignore ├── LICENSE ├── README.md ├── data ├── 0.jpg └── 1.jpg ├── envs ├── __init__.py ├── diffusion.py └── pipeline.py ├── inverse_configs ├── box_inpainting_config.yaml ├── diffusion_config.yaml ├── ffhq_model_config.yaml ├── gaussian_deblur_config.yaml ├── imagenet_model_config.yaml ├── motion_deblur_config.yaml ├── nonlinear_deblur_config.yaml ├── phase_retrieval_config.yaml ├── random_inpainting_config.yaml └── super_resolution_config.yaml ├── inverse_sampling.py ├── optimizers ├── __init__.py ├── adjoint_sensitivity.py ├── bayes.py ├── ddp.py ├── mfddp.py └── util.py ├── requirements.txt └── utils ├── condition_methods.py ├── dataloader.py ├── fastmri_utils.py ├── fp16_util.py ├── gaussian_diffusion.py ├── img_utils.py ├── inverse.py ├── measurements.py ├── motionblur.py ├── nn.py ├── posterior_mean_variance.py ├── resizer.py ├── sde_lib.py └── unet.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/README.md -------------------------------------------------------------------------------- /data/0.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/data/0.jpg -------------------------------------------------------------------------------- /data/1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/data/1.jpg -------------------------------------------------------------------------------- /envs/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /envs/diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/envs/diffusion.py -------------------------------------------------------------------------------- /envs/pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/envs/pipeline.py -------------------------------------------------------------------------------- /inverse_configs/box_inpainting_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/box_inpainting_config.yaml -------------------------------------------------------------------------------- /inverse_configs/diffusion_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/diffusion_config.yaml -------------------------------------------------------------------------------- /inverse_configs/ffhq_model_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/ffhq_model_config.yaml -------------------------------------------------------------------------------- /inverse_configs/gaussian_deblur_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/gaussian_deblur_config.yaml -------------------------------------------------------------------------------- /inverse_configs/imagenet_model_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/imagenet_model_config.yaml -------------------------------------------------------------------------------- /inverse_configs/motion_deblur_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/motion_deblur_config.yaml -------------------------------------------------------------------------------- /inverse_configs/nonlinear_deblur_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/nonlinear_deblur_config.yaml -------------------------------------------------------------------------------- /inverse_configs/phase_retrieval_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/phase_retrieval_config.yaml -------------------------------------------------------------------------------- /inverse_configs/random_inpainting_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/random_inpainting_config.yaml -------------------------------------------------------------------------------- /inverse_configs/super_resolution_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_configs/super_resolution_config.yaml -------------------------------------------------------------------------------- /inverse_sampling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/inverse_sampling.py -------------------------------------------------------------------------------- /optimizers/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /optimizers/adjoint_sensitivity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/optimizers/adjoint_sensitivity.py -------------------------------------------------------------------------------- /optimizers/bayes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/optimizers/bayes.py -------------------------------------------------------------------------------- /optimizers/ddp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/optimizers/ddp.py -------------------------------------------------------------------------------- /optimizers/mfddp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/optimizers/mfddp.py -------------------------------------------------------------------------------- /optimizers/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/optimizers/util.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/requirements.txt -------------------------------------------------------------------------------- /utils/condition_methods.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/condition_methods.py -------------------------------------------------------------------------------- /utils/dataloader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/dataloader.py -------------------------------------------------------------------------------- /utils/fastmri_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/fastmri_utils.py -------------------------------------------------------------------------------- /utils/fp16_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/fp16_util.py -------------------------------------------------------------------------------- /utils/gaussian_diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/gaussian_diffusion.py -------------------------------------------------------------------------------- /utils/img_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/img_utils.py -------------------------------------------------------------------------------- /utils/inverse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/inverse.py -------------------------------------------------------------------------------- /utils/measurements.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/measurements.py -------------------------------------------------------------------------------- /utils/motionblur.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/motionblur.py -------------------------------------------------------------------------------- /utils/nn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/nn.py -------------------------------------------------------------------------------- /utils/posterior_mean_variance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/posterior_mean_variance.py -------------------------------------------------------------------------------- /utils/resizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/resizer.py -------------------------------------------------------------------------------- /utils/sde_lib.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/sde_lib.py -------------------------------------------------------------------------------- /utils/unet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lihenryhfl/diffusion_optimal_control/HEAD/utils/unet.py --------------------------------------------------------------------------------