├── LICENSE ├── MODEL_ZOO.md ├── README.md ├── configs ├── __init__.py ├── data_configs.py ├── paths_config.py └── transforms_config.py ├── criteria ├── __init__.py ├── id_loss.py ├── l2_loss.py ├── lpips │ ├── __init__.py │ ├── lpips.py │ ├── networks.py │ └── utils.py └── moco_loss.py ├── data └── .gitkeep ├── datasets ├── __init__.py ├── gt_res_dataset.py ├── images_dataset.py └── inference_dataset.py ├── dnnlib ├── __init__.py └── util.py ├── docs └── teaser.png ├── editings ├── ganspace.py ├── ganspace_pca │ ├── church_pca.pt │ └── ffhq_pca.pt ├── interfacegan_directions │ ├── age.pt │ ├── rotation.pt │ └── smile.pt ├── latent_editor.py ├── latent_editor_wrapper.py └── styleclip │ ├── __init__.py │ ├── mapper │ ├── __init__.py │ ├── latent_mappers.py │ └── styleclip_mapper.py │ └── models │ ├── __init__.py │ └── stylegan2 │ ├── __init__.py │ ├── model.py │ └── op │ ├── __init__.py │ ├── fused_act.py │ └── upfirdn2d.py ├── evaluation ├── __init__.py ├── editing_inference.py ├── experiment_setting_creator.py ├── latent_creators │ ├── __init__.py │ ├── base_latent_creator.py │ ├── e4e_latent_creator.py │ ├── hyper_inverter_latent_creator.py │ ├── psp_latent_creator.py │ ├── restyle_e4e_latent_creator.py │ ├── sg2_latent_creator.py │ ├── sg2_plus_latent_creator.py │ └── w_encoder_latent_creator.py ├── real_image_interpolation.py └── reconstruction_comparison.py ├── models ├── __init__.py ├── e4e │ ├── __init__.py │ ├── discriminator.py │ ├── encoders │ │ ├── __init__.py │ │ ├── helpers.py │ │ ├── model_irse.py │ │ └── psp_encoders.py │ ├── latent_codes_pool.py │ ├── psp.py │ └── stylegan2 │ │ ├── __init__.py │ │ ├── model.py │ │ └── op │ │ ├── __init__.py │ │ ├── fused_act.py │ │ ├── fused_bias_act.cpp │ │ ├── fused_bias_act_kernel.cu │ │ ├── upfirdn2d.cpp │ │ ├── upfirdn2d.py │ │ └── upfirdn2d_kernel.cu ├── encoders │ ├── __init__.py │ ├── fpn_encoders.py │ ├── helpers.py │ └── model_irse.py ├── hyper_inverter.py ├── hypernetwork.py ├── mtcnn │ ├── __init__.py │ ├── mtcnn.py │ └── mtcnn_pytorch │ │ ├── __init__.py │ │ └── src │ │ ├── __init__.py │ │ ├── align_trans.py │ │ ├── box_utils.py │ │ ├── detector.py │ │ ├── first_stage.py │ │ ├── get_nets.py │ │ ├── matlab_cp2tform.py │ │ ├── visualization_utils.py │ │ └── weights │ │ ├── onet.npy │ │ ├── pnet.npy │ │ └── rnet.npy ├── psp │ ├── __init__.py │ └── model.py ├── restyle │ ├── __init__.py │ ├── e4e.py │ ├── e4e_modules │ │ ├── __init__.py │ │ ├── discriminator.py │ │ └── latent_codes_pool.py │ ├── encoders │ │ ├── __init__.py │ │ ├── fpn_encoders.py │ │ ├── helpers.py │ │ ├── map2style.py │ │ ├── model_irse.py │ │ ├── restyle_e4e_encoders.py │ │ └── restyle_psp_encoders.py │ ├── inference_utils.py │ ├── psp.py │ └── stylegan2 │ │ ├── __init__.py │ │ ├── model.py │ │ └── op │ │ ├── __init__.py │ │ ├── fused_act.py │ │ ├── fused_bias_act.cpp │ │ ├── fused_bias_act_kernel.cu │ │ ├── upfirdn2d.cpp │ │ ├── upfirdn2d.py │ │ └── upfirdn2d_kernel.cu ├── stylegan2 │ ├── __init__.py │ ├── model.py │ └── op │ │ ├── __init__.py │ │ ├── fused_act.py │ │ ├── fused_bias_act.cpp │ │ ├── fused_bias_act_kernel.cu │ │ ├── upfirdn2d.cpp │ │ ├── upfirdn2d.py │ │ └── upfirdn2d_kernel.cu ├── stylegan2_ada.py ├── w_encoder.py └── weight_shapes.py ├── options ├── __init__.py ├── test_options.py └── train_options.py ├── pretrained_models └── .gitkeep ├── requirements.txt ├── sample_scripts ├── church_reconstruction_quantitative_evaluation.sh ├── human_faces_reconstruction_quantitative_evaluation.sh ├── train_church.sh └── train_human_faces.sh ├── scripts ├── __init__.py ├── align_all_parallel.py ├── calc_id_loss_parallel.py ├── calc_losses_on_images.py ├── download_auxiliary_pretrained_models.py ├── inference.py ├── other_metrics.py ├── realistic_metrics.py └── train.py ├── torch_utils ├── __init__.py ├── custom_ops.py ├── misc.py ├── ops │ ├── __init__.py │ ├── bias_act.cpp │ ├── bias_act.cu │ ├── bias_act.h │ ├── bias_act.py │ ├── conv2d_gradfix.py │ ├── conv2d_resample.py │ ├── fma.py │ ├── grid_sample_gradfix.py │ ├── upfirdn2d.cpp │ ├── upfirdn2d.cu │ ├── upfirdn2d.h │ └── upfirdn2d.py ├── persistence.py └── training_stats.py ├── training ├── __init__.py ├── coach.py ├── projectors │ ├── __init__.py │ ├── w_plus_projector.py │ └── w_projector.py └── ranger.py └── utils ├── __init__.py ├── common.py ├── data_utils.py ├── log_utils.py ├── model_utils.py ├── styleclip_utils.py ├── train_utils.py └── wandb_utils.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/LICENSE -------------------------------------------------------------------------------- /MODEL_ZOO.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/MODEL_ZOO.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/README.md -------------------------------------------------------------------------------- /configs/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /configs/data_configs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/configs/data_configs.py -------------------------------------------------------------------------------- /configs/paths_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/configs/paths_config.py -------------------------------------------------------------------------------- /configs/transforms_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/configs/transforms_config.py -------------------------------------------------------------------------------- /criteria/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /criteria/id_loss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/id_loss.py -------------------------------------------------------------------------------- /criteria/l2_loss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/l2_loss.py -------------------------------------------------------------------------------- /criteria/lpips/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /criteria/lpips/lpips.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/lpips/lpips.py -------------------------------------------------------------------------------- /criteria/lpips/networks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/lpips/networks.py -------------------------------------------------------------------------------- /criteria/lpips/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/lpips/utils.py -------------------------------------------------------------------------------- /criteria/moco_loss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/criteria/moco_loss.py -------------------------------------------------------------------------------- /data/.gitkeep: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /datasets/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /datasets/gt_res_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/datasets/gt_res_dataset.py -------------------------------------------------------------------------------- /datasets/images_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/datasets/images_dataset.py -------------------------------------------------------------------------------- /datasets/inference_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/datasets/inference_dataset.py -------------------------------------------------------------------------------- /dnnlib/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/dnnlib/__init__.py -------------------------------------------------------------------------------- /dnnlib/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/dnnlib/util.py -------------------------------------------------------------------------------- /docs/teaser.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/docs/teaser.png -------------------------------------------------------------------------------- /editings/ganspace.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/ganspace.py -------------------------------------------------------------------------------- /editings/ganspace_pca/church_pca.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/ganspace_pca/church_pca.pt -------------------------------------------------------------------------------- /editings/ganspace_pca/ffhq_pca.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/ganspace_pca/ffhq_pca.pt -------------------------------------------------------------------------------- /editings/interfacegan_directions/age.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/interfacegan_directions/age.pt -------------------------------------------------------------------------------- /editings/interfacegan_directions/rotation.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/interfacegan_directions/rotation.pt -------------------------------------------------------------------------------- /editings/interfacegan_directions/smile.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/interfacegan_directions/smile.pt -------------------------------------------------------------------------------- /editings/latent_editor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/latent_editor.py -------------------------------------------------------------------------------- /editings/latent_editor_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/latent_editor_wrapper.py -------------------------------------------------------------------------------- /editings/styleclip/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /editings/styleclip/mapper/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /editings/styleclip/mapper/latent_mappers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/mapper/latent_mappers.py -------------------------------------------------------------------------------- /editings/styleclip/mapper/styleclip_mapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/mapper/styleclip_mapper.py -------------------------------------------------------------------------------- /editings/styleclip/models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /editings/styleclip/models/stylegan2/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /editings/styleclip/models/stylegan2/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/models/stylegan2/model.py -------------------------------------------------------------------------------- /editings/styleclip/models/stylegan2/op/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/models/stylegan2/op/__init__.py -------------------------------------------------------------------------------- /editings/styleclip/models/stylegan2/op/fused_act.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/models/stylegan2/op/fused_act.py -------------------------------------------------------------------------------- /editings/styleclip/models/stylegan2/op/upfirdn2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/editings/styleclip/models/stylegan2/op/upfirdn2d.py -------------------------------------------------------------------------------- /evaluation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /evaluation/editing_inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/editing_inference.py -------------------------------------------------------------------------------- /evaluation/experiment_setting_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/experiment_setting_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/__init__.py -------------------------------------------------------------------------------- /evaluation/latent_creators/base_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/base_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/e4e_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/e4e_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/hyper_inverter_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/hyper_inverter_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/psp_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/psp_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/restyle_e4e_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/restyle_e4e_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/sg2_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/sg2_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/sg2_plus_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/sg2_plus_latent_creator.py -------------------------------------------------------------------------------- /evaluation/latent_creators/w_encoder_latent_creator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/latent_creators/w_encoder_latent_creator.py -------------------------------------------------------------------------------- /evaluation/real_image_interpolation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/real_image_interpolation.py -------------------------------------------------------------------------------- /evaluation/reconstruction_comparison.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/evaluation/reconstruction_comparison.py -------------------------------------------------------------------------------- /models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/e4e/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/e4e/discriminator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/discriminator.py -------------------------------------------------------------------------------- /models/e4e/encoders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/e4e/encoders/helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/encoders/helpers.py -------------------------------------------------------------------------------- /models/e4e/encoders/model_irse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/encoders/model_irse.py -------------------------------------------------------------------------------- /models/e4e/encoders/psp_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/encoders/psp_encoders.py -------------------------------------------------------------------------------- /models/e4e/latent_codes_pool.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/latent_codes_pool.py -------------------------------------------------------------------------------- /models/e4e/psp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/psp.py -------------------------------------------------------------------------------- /models/e4e/stylegan2/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/e4e/stylegan2/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/model.py -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/__init__.py -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/fused_act.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/fused_act.py -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/fused_bias_act.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/fused_bias_act.cpp -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/fused_bias_act_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/fused_bias_act_kernel.cu -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/upfirdn2d.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/upfirdn2d.cpp -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/upfirdn2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/upfirdn2d.py -------------------------------------------------------------------------------- /models/e4e/stylegan2/op/upfirdn2d_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/e4e/stylegan2/op/upfirdn2d_kernel.cu -------------------------------------------------------------------------------- /models/encoders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/encoders/fpn_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/encoders/fpn_encoders.py -------------------------------------------------------------------------------- /models/encoders/helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/encoders/helpers.py -------------------------------------------------------------------------------- /models/encoders/model_irse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/encoders/model_irse.py -------------------------------------------------------------------------------- /models/hyper_inverter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/hyper_inverter.py -------------------------------------------------------------------------------- /models/hypernetwork.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/hypernetwork.py -------------------------------------------------------------------------------- /models/mtcnn/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/mtcnn/mtcnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/__init__.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/align_trans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/align_trans.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/box_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/box_utils.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/detector.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/detector.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/first_stage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/first_stage.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/get_nets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/get_nets.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/matlab_cp2tform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/matlab_cp2tform.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/visualization_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/visualization_utils.py -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/weights/onet.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/weights/onet.npy -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/weights/pnet.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/weights/pnet.npy -------------------------------------------------------------------------------- /models/mtcnn/mtcnn_pytorch/src/weights/rnet.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/mtcnn/mtcnn_pytorch/src/weights/rnet.npy -------------------------------------------------------------------------------- /models/psp/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/psp/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/psp/model.py -------------------------------------------------------------------------------- /models/restyle/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/restyle/e4e.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/e4e.py -------------------------------------------------------------------------------- /models/restyle/e4e_modules/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/restyle/e4e_modules/discriminator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/e4e_modules/discriminator.py -------------------------------------------------------------------------------- /models/restyle/e4e_modules/latent_codes_pool.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/e4e_modules/latent_codes_pool.py -------------------------------------------------------------------------------- /models/restyle/encoders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/restyle/encoders/fpn_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/fpn_encoders.py -------------------------------------------------------------------------------- /models/restyle/encoders/helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/helpers.py -------------------------------------------------------------------------------- /models/restyle/encoders/map2style.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/map2style.py -------------------------------------------------------------------------------- /models/restyle/encoders/model_irse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/model_irse.py -------------------------------------------------------------------------------- /models/restyle/encoders/restyle_e4e_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/restyle_e4e_encoders.py -------------------------------------------------------------------------------- /models/restyle/encoders/restyle_psp_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/encoders/restyle_psp_encoders.py -------------------------------------------------------------------------------- /models/restyle/inference_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/inference_utils.py -------------------------------------------------------------------------------- /models/restyle/psp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/psp.py -------------------------------------------------------------------------------- /models/restyle/stylegan2/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/restyle/stylegan2/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/model.py -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/__init__.py -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/fused_act.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/fused_act.py -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/fused_bias_act.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/fused_bias_act.cpp -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/fused_bias_act_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/fused_bias_act_kernel.cu -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/upfirdn2d.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/upfirdn2d.cpp -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/upfirdn2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/upfirdn2d.py -------------------------------------------------------------------------------- /models/restyle/stylegan2/op/upfirdn2d_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/restyle/stylegan2/op/upfirdn2d_kernel.cu -------------------------------------------------------------------------------- /models/stylegan2/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/stylegan2/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/model.py -------------------------------------------------------------------------------- /models/stylegan2/op/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/__init__.py -------------------------------------------------------------------------------- /models/stylegan2/op/fused_act.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/fused_act.py -------------------------------------------------------------------------------- /models/stylegan2/op/fused_bias_act.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/fused_bias_act.cpp -------------------------------------------------------------------------------- /models/stylegan2/op/fused_bias_act_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/fused_bias_act_kernel.cu -------------------------------------------------------------------------------- /models/stylegan2/op/upfirdn2d.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/upfirdn2d.cpp -------------------------------------------------------------------------------- /models/stylegan2/op/upfirdn2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/upfirdn2d.py -------------------------------------------------------------------------------- /models/stylegan2/op/upfirdn2d_kernel.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2/op/upfirdn2d_kernel.cu -------------------------------------------------------------------------------- /models/stylegan2_ada.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/stylegan2_ada.py -------------------------------------------------------------------------------- /models/w_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/w_encoder.py -------------------------------------------------------------------------------- /models/weight_shapes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/models/weight_shapes.py -------------------------------------------------------------------------------- /options/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /options/test_options.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/options/test_options.py -------------------------------------------------------------------------------- /options/train_options.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/options/train_options.py -------------------------------------------------------------------------------- /pretrained_models/.gitkeep: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/requirements.txt -------------------------------------------------------------------------------- /sample_scripts/church_reconstruction_quantitative_evaluation.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/sample_scripts/church_reconstruction_quantitative_evaluation.sh -------------------------------------------------------------------------------- /sample_scripts/human_faces_reconstruction_quantitative_evaluation.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/sample_scripts/human_faces_reconstruction_quantitative_evaluation.sh -------------------------------------------------------------------------------- /sample_scripts/train_church.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/sample_scripts/train_church.sh -------------------------------------------------------------------------------- /sample_scripts/train_human_faces.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/sample_scripts/train_human_faces.sh -------------------------------------------------------------------------------- /scripts/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scripts/align_all_parallel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/align_all_parallel.py -------------------------------------------------------------------------------- /scripts/calc_id_loss_parallel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/calc_id_loss_parallel.py -------------------------------------------------------------------------------- /scripts/calc_losses_on_images.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/calc_losses_on_images.py -------------------------------------------------------------------------------- /scripts/download_auxiliary_pretrained_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/download_auxiliary_pretrained_models.py -------------------------------------------------------------------------------- /scripts/inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/inference.py -------------------------------------------------------------------------------- /scripts/other_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/other_metrics.py -------------------------------------------------------------------------------- /scripts/realistic_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/realistic_metrics.py -------------------------------------------------------------------------------- /scripts/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/scripts/train.py -------------------------------------------------------------------------------- /torch_utils/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/__init__.py -------------------------------------------------------------------------------- /torch_utils/custom_ops.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/custom_ops.py -------------------------------------------------------------------------------- /torch_utils/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/misc.py -------------------------------------------------------------------------------- /torch_utils/ops/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/__init__.py -------------------------------------------------------------------------------- /torch_utils/ops/bias_act.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/bias_act.cpp -------------------------------------------------------------------------------- /torch_utils/ops/bias_act.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/bias_act.cu -------------------------------------------------------------------------------- /torch_utils/ops/bias_act.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/bias_act.h -------------------------------------------------------------------------------- /torch_utils/ops/bias_act.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/bias_act.py -------------------------------------------------------------------------------- /torch_utils/ops/conv2d_gradfix.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/conv2d_gradfix.py -------------------------------------------------------------------------------- /torch_utils/ops/conv2d_resample.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/conv2d_resample.py -------------------------------------------------------------------------------- /torch_utils/ops/fma.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/fma.py -------------------------------------------------------------------------------- /torch_utils/ops/grid_sample_gradfix.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/grid_sample_gradfix.py -------------------------------------------------------------------------------- /torch_utils/ops/upfirdn2d.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/upfirdn2d.cpp -------------------------------------------------------------------------------- /torch_utils/ops/upfirdn2d.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/upfirdn2d.cu -------------------------------------------------------------------------------- /torch_utils/ops/upfirdn2d.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/upfirdn2d.h -------------------------------------------------------------------------------- /torch_utils/ops/upfirdn2d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/ops/upfirdn2d.py -------------------------------------------------------------------------------- /torch_utils/persistence.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/persistence.py -------------------------------------------------------------------------------- /torch_utils/training_stats.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/torch_utils/training_stats.py -------------------------------------------------------------------------------- /training/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /training/coach.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/training/coach.py -------------------------------------------------------------------------------- /training/projectors/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /training/projectors/w_plus_projector.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/training/projectors/w_plus_projector.py -------------------------------------------------------------------------------- /training/projectors/w_projector.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/training/projectors/w_projector.py -------------------------------------------------------------------------------- /training/ranger.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/training/ranger.py -------------------------------------------------------------------------------- /utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils/common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/common.py -------------------------------------------------------------------------------- /utils/data_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/data_utils.py -------------------------------------------------------------------------------- /utils/log_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/log_utils.py -------------------------------------------------------------------------------- /utils/model_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/model_utils.py -------------------------------------------------------------------------------- /utils/styleclip_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/styleclip_utils.py -------------------------------------------------------------------------------- /utils/train_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/train_utils.py -------------------------------------------------------------------------------- /utils/wandb_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/HyperInverter/HEAD/utils/wandb_utils.py --------------------------------------------------------------------------------