├── .gitignore ├── LICENSE ├── README.md ├── configs ├── __init__.py ├── ablation3d_config.py ├── base_config.py ├── eg3d_config.py ├── epigraf_config.py ├── giraffe_config.py ├── graf_config.py ├── gram_config.py ├── pigan_config.py ├── stylenerf_config.py ├── stylesdf_config.py ├── stylesdf_full_config.py └── volumegan_config.py ├── datasets ├── __init__.py ├── base_dataset.py ├── data_loaders │ ├── __init__.py │ ├── base_data_loader.py │ ├── dali_batch_iterator.py │ ├── dali_data_loader.py │ ├── dali_pipeline.py │ ├── distributed_sampler.py │ └── iter_data_loader.py ├── eg3d_dataset.py ├── epigraf_dataset.py ├── file_readers │ ├── __init__.py │ ├── base_reader.py │ ├── directory_reader.py │ ├── lmdb_reader.py │ ├── tar_reader.py │ └── zip_reader.py ├── gram_dataset.py ├── image_dataset.py ├── paired_dataset.py └── transformations │ ├── __init__.py │ ├── affine_transform.py │ ├── base_transformation.py │ ├── blur_and_sharpen.py │ ├── crop.py │ ├── decode.py │ ├── flip.py │ ├── hsv_jittering.py │ ├── identity.py │ ├── jpeg_compress.py │ ├── misc.py │ ├── normalize.py │ ├── region_brightness.py │ ├── resize.py │ └── utils │ ├── __init__.py │ ├── affine_transform.py │ └── polygon.py ├── figures └── 3D_benchmark.jpg ├── metrics ├── __init__.py ├── base_gan_metric.py ├── base_metric.py ├── depth_eg3d.py ├── face_identity.py ├── fid.py ├── fid_eg3d.py ├── gan_snapshot.py ├── gan_snapshot_eg3d.py ├── gan_snapshot_multiview.py ├── inception_score.py ├── kid.py ├── pose_eg3d.py ├── reprojection_error.py └── utils.py ├── models ├── __init__.py ├── ablation3d_generator.py ├── deep_facerecon.py ├── eg3d_discriminator.py ├── eg3d_generator.py ├── epigraf_discriminator.py ├── epigraf_generator.py ├── giraffe_discriminator.py ├── giraffe_generator.py ├── graf_discriminator.py ├── graf_generator.py ├── gram_discriminator.py ├── gram_generator.py ├── inception_model.py ├── iresnet.py ├── perceptual_model.py ├── pigan_discriminator.py ├── pigan_generator.py ├── rendering │ ├── __init__.py │ ├── point_integrator.py │ ├── point_representer.py │ ├── point_sampler.py │ └── utils.py ├── stylegan2_generator.py ├── stylenerf_discriminator.py ├── stylenerf_generator.py ├── stylesdf_discriminator.py ├── stylesdf_generator.py ├── utils │ ├── __init__.py │ ├── eg3d_model_helper.py │ ├── eg3d_superres.py │ ├── epigraf_model_helper.py │ ├── facerecon_networks.py │ ├── ops.py │ ├── stylenerf_model_helper.py │ └── stylesdf_model_helper.py ├── volumegan_discriminator.py └── volumegan_generator.py ├── requirements.txt ├── runners ├── __init__.py ├── augmentations │ ├── __init__.py │ ├── ada_aug.py │ └── no_aug.py ├── base_runner.py ├── controllers │ ├── __init__.py │ ├── ada_aug_controller.py │ ├── base_controller.py │ ├── batch_visualizer.py │ ├── cache_cleaner.py │ ├── checkpointer.py │ ├── dataset_visualizer.py │ ├── evaluator.py │ ├── lr_scheduler.py │ ├── progress_scheduler.py │ ├── running_logger.py │ └── timer.py ├── eg3d_runner.py ├── epigraf_runner.py ├── giraffe_runner.py ├── graf_runner.py ├── gram_runner.py ├── losses │ ├── __init__.py │ ├── base_loss.py │ ├── eg3d_loss.py │ ├── epigraf_loss.py │ ├── giraffe_loss.py │ ├── graf_loss.py │ ├── gram_loss.py │ ├── pigan_loss.py │ ├── stylenerf_loss.py │ ├── stylesdf_loss.py │ └── volumegan_loss.py ├── pigan_runner.py ├── stylenerf_runner.py ├── stylesdf_runner.py ├── utils │ ├── __init__.py │ ├── freezer.py │ ├── optimizer.py │ ├── profiler.py │ └── running_stats.py └── volumegan_runner.py ├── scripts ├── dist_train.sh └── training_demos │ ├── ablation3d.sh │ ├── eg3d_afhq512.sh │ ├── eg3d_cats256.sh │ ├── eg3d_ffhq512.sh │ ├── eg3d_ffhq512_64_finetune_128.sh │ ├── eg3d_shapenet_cars128.sh │ ├── epigraf_ffhq512.sh │ ├── giraffe_ffhq256.sh │ ├── graf_ffhq128.sh │ ├── gram_ffhq256.sh │ ├── pigan_ffhq64.sh │ ├── stylenerf_ffhq256.sh │ ├── stylesdf_ffhq64.sh │ ├── stylesdf_full_ffhq1024.sh │ └── volumegan_ffhq256.sh ├── test_3d_inference.py ├── test_3d_metrics.py ├── third_party ├── __init__.py ├── stylegan2_official_ops │ ├── README.md │ ├── __init__.py │ ├── bias_act.cpp │ ├── bias_act.cu │ ├── bias_act.h │ ├── bias_act.py │ ├── conv2d_gradfix.py │ ├── conv2d_resample.py │ ├── custom_ops.py │ ├── fma.py │ ├── fused_act.py │ ├── fused_bias_act.cpp │ ├── fused_bias_act_kernel.cu │ ├── grid_sample_gradfix.py │ ├── misc.py │ ├── upfirdn2d.cpp │ ├── upfirdn2d.cu │ ├── upfirdn2d.h │ ├── upfirdn2d.py │ ├── upfirdn2d_kernel.cu │ ├── upfirdn2d_sdf.cpp │ └── upfirdn2d_sdf.py └── stylegan3_official_ops │ ├── README.md │ ├── __init__.py │ ├── bias_act.cpp │ ├── bias_act.cu │ ├── bias_act.h │ ├── bias_act.py │ ├── conv2d_gradfix.py │ ├── conv2d_resample.py │ ├── custom_ops.py │ ├── filtered_lrelu.cpp │ ├── filtered_lrelu.cu │ ├── filtered_lrelu.h │ ├── filtered_lrelu.py │ ├── filtered_lrelu_ns.cu │ ├── filtered_lrelu_rd.cu │ ├── filtered_lrelu_wr.cu │ ├── fma.py │ ├── grid_sample_gradfix.py │ ├── misc.py │ ├── upfirdn2d.cpp │ ├── upfirdn2d.cu │ ├── upfirdn2d.h │ └── upfirdn2d.py ├── train.py └── utils ├── __init__.py ├── dist_utils.py ├── eg3d_misc.py ├── file_transmitters ├── __init__.py ├── base_file_transmitter.py ├── dummy_file_transmitter.py └── local_file_transmitter.py ├── formatting_utils.py ├── image_utils.py ├── loggers ├── __init__.py ├── base_logger.py ├── dummy_logger.py ├── normal_logger.py ├── rich_logger.py └── test.py ├── misc.py ├── parsing_utils.py ├── tf_utils.py └── visualizers ├── __init__.py ├── gif_visualizer.py ├── grid_visualizer.py ├── html_visualizer.py ├── test.py └── video_visualizer.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qiuyu96/Carver/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qiuyu96/Carver/HEAD/LICENSE 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