├── .idea └── workspace.xml ├── LICENSE ├── README.md ├── assets └── teaser.png ├── camera_utils.py ├── data_preprocess ├── Deep3DFaceRecon_pytorch │ ├── LICENSE │ ├── README.md │ ├── data │ │ ├── __init__.py │ │ ├── base_dataset.py │ │ ├── flist_dataset.py │ │ ├── image_folder.py │ │ └── template_dataset.py │ ├── data_preparation.py │ ├── datasets │ │ └── examples │ │ │ ├── 000002.jpg │ │ │ ├── 000006.jpg │ │ │ ├── 000007.jpg │ │ │ ├── 000031.jpg │ │ │ ├── 000033.jpg │ │ │ ├── 000037.jpg │ │ │ ├── 000050.jpg │ │ │ ├── 000055.jpg │ │ │ ├── 000114.jpg │ │ │ ├── 000125.jpg │ │ │ ├── 000126.jpg │ │ │ ├── 015259.jpg │ │ │ ├── 015270.jpg │ │ │ ├── 015309.jpg │ │ │ ├── 015310.jpg │ │ │ ├── 015316.jpg │ │ │ ├── 015384.jpg │ │ │ ├── detections │ │ │ ├── 000002.txt │ │ │ ├── 000006.txt │ │ │ ├── 000007.txt │ │ │ ├── 000031.txt │ │ │ ├── 000033.txt │ │ │ ├── 000037.txt │ │ │ ├── 000050.txt │ │ │ ├── 000055.txt │ │ │ ├── 000114.txt │ │ │ ├── 000125.txt │ │ │ ├── 000126.txt │ │ │ ├── 015259.txt │ │ │ ├── 015270.txt │ │ │ ├── 015309.txt │ │ │ ├── 015310.txt │ │ │ ├── 015316.txt │ │ │ ├── 015384.txt │ │ │ ├── vd006.txt │ │ │ ├── vd025.txt │ │ │ ├── vd026.txt │ │ │ ├── vd034.txt │ │ │ ├── vd051.txt │ │ │ ├── vd070.txt │ │ │ ├── vd092.txt │ │ │ └── vd102.txt │ │ │ ├── vd006.png │ │ │ ├── vd025.png │ │ │ ├── vd026.png │ │ │ ├── vd034.png │ │ │ ├── vd051.png │ │ │ ├── vd070.png │ │ │ ├── vd092.png │ │ │ └── vd102.png │ ├── environment.yml │ ├── models │ │ ├── __init__.py │ │ ├── arcface_torch │ │ │ ├── README.md │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── iresnet.py │ │ │ │ ├── iresnet2060.py │ │ │ │ ├── mobilefacenet.py │ │ │ │ └── vit.py │ │ │ ├── configs │ │ │ │ ├── 3millions.py │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── glint360k_mbf.py │ │ │ │ ├── glint360k_r100.py │ │ │ │ ├── glint360k_r50.py │ │ │ │ ├── ms1mv2_mbf.py │ │ │ │ ├── ms1mv2_r100.py │ │ │ │ ├── ms1mv2_r50.py │ │ │ │ ├── ms1mv3_mbf.py │ │ │ │ ├── ms1mv3_r100.py │ │ │ │ ├── ms1mv3_r50.py │ │ │ │ ├── wf12m_conflict_r50.py │ │ │ │ ├── wf12m_conflict_r50_pfc03_filter04.py │ │ │ │ ├── wf12m_flip_pfc01_filter04_r50.py │ │ │ │ ├── wf12m_flip_r50.py │ │ │ │ ├── wf12m_mbf.py │ │ │ │ ├── wf12m_pfc02_r100.py │ │ │ │ ├── wf12m_r100.py │ │ │ │ ├── wf12m_r50.py │ │ │ │ ├── wf42m_pfc0008_32gpu_r100.py │ │ │ │ ├── wf42m_pfc02_16gpus_mbf_bs8k.py │ │ │ │ ├── wf42m_pfc02_16gpus_r100.py │ │ │ │ ├── wf42m_pfc02_16gpus_r50_bs8k.py │ │ │ │ ├── wf42m_pfc02_32gpus_r50_bs4k.py │ │ │ │ ├── wf42m_pfc02_8gpus_r50_bs4k.py │ │ │ │ ├── wf42m_pfc02_r100.py │ │ │ │ ├── wf42m_pfc02_r100_16gpus.py │ │ │ │ ├── wf42m_pfc02_r100_32gpus.py │ │ │ │ ├── wf42m_pfc03_32gpu_r100.py │ │ │ │ ├── wf42m_pfc03_32gpu_r18.py │ │ │ │ ├── wf42m_pfc03_32gpu_r200.py │ │ │ │ ├── wf42m_pfc03_32gpu_r50.py │ │ │ │ ├── wf42m_pfc03_40epoch_64gpu_vit_b.py │ │ │ │ ├── wf42m_pfc03_40epoch_64gpu_vit_l.py │ │ │ │ ├── wf42m_pfc03_40epoch_64gpu_vit_s.py │ │ │ │ ├── wf42m_pfc03_40epoch_64gpu_vit_t.py │ │ │ │ ├── wf42m_pfc03_40epoch_8gpu_vit_b.py │ │ │ │ ├── wf42m_pfc03_40epoch_8gpu_vit_t.py │ │ │ │ ├── wf4m_mbf.py │ │ │ │ ├── wf4m_r100.py │ │ │ │ └── wf4m_r50.py │ │ │ ├── dataset.py │ │ │ ├── dist.sh │ │ │ ├── docs │ │ │ │ ├── eval.md │ │ │ │ ├── install.md │ │ │ │ ├── install_dali.md │ │ │ │ ├── modelzoo.md │ │ │ │ ├── prepare_webface42m.md │ │ │ │ └── speed_benchmark.md │ │ │ ├── eval │ │ │ │ ├── __init__.py │ │ │ │ └── verification.py │ │ │ ├── eval_ijbc.py │ │ │ ├── flops.py │ │ │ ├── inference.py │ │ │ ├── losses.py │ │ │ ├── lr_scheduler.py │ │ │ ├── onnx_helper.py │ │ │ ├── onnx_ijbc.py │ │ │ ├── partial_fc.py │ │ │ ├── partial_fc_v2.py │ │ │ ├── requirement.txt │ │ │ ├── run.sh │ │ │ ├── torch2onnx.py │ │ │ ├── train.py │ │ │ ├── train_v2.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── plot.py │ │ │ │ ├── utils_callbacks.py │ │ │ │ ├── utils_config.py │ │ │ │ ├── utils_distributed_sampler.py │ │ │ │ └── utils_logging.py │ │ ├── base_model.py │ │ ├── bfm.py │ │ ├── facerecon_model.py │ │ ├── losses.py │ │ ├── networks.py │ │ └── template_model.py │ ├── nvdiffrast │ │ ├── LICENSE.txt │ │ ├── README.md │ │ ├── build │ │ │ └── lib │ │ │ │ └── nvdiffrast │ │ │ │ ├── __init__.py │ │ │ │ ├── common │ │ │ │ ├── antialias.cu │ │ │ │ ├── antialias.h │ │ │ │ ├── common.cpp │ │ │ │ ├── common.h │ │ │ │ ├── cudaraster │ │ │ │ │ ├── CudaRaster.hpp │ │ │ │ │ └── impl │ │ │ │ │ │ ├── BinRaster.inl │ │ │ │ │ │ ├── Buffer.cpp │ │ │ │ │ │ ├── Buffer.hpp │ │ │ │ │ │ ├── CoarseRaster.inl │ │ │ │ │ │ ├── Constants.hpp │ │ │ │ │ │ ├── CudaRaster.cpp │ │ │ │ │ │ ├── Defs.hpp │ │ │ │ │ │ ├── FineRaster.inl │ │ │ │ │ │ ├── PrivateDefs.hpp │ │ │ │ │ │ ├── RasterImpl.cpp │ │ │ │ │ │ ├── RasterImpl.cu │ │ │ │ │ │ ├── RasterImpl.hpp │ │ │ │ │ │ ├── TriangleSetup.inl │ │ │ │ │ │ └── Util.inl │ │ │ │ ├── framework.h │ │ │ │ ├── glutil.cpp │ │ │ │ ├── glutil.h │ │ │ │ ├── glutil_extlist.h │ │ │ │ ├── interpolate.cu │ │ │ │ ├── interpolate.h │ │ │ │ ├── rasterize.cu │ │ │ │ ├── rasterize.h │ │ │ │ ├── rasterize_gl.cpp │ │ │ │ ├── rasterize_gl.h │ │ │ │ ├── texture.cpp │ │ │ │ ├── texture.cu │ │ │ │ └── texture.h │ │ │ │ ├── tensorflow │ │ │ │ ├── __init__.py │ │ │ │ ├── ops.py │ │ │ │ ├── plugin_loader.py │ │ │ │ ├── tf_all.cu │ │ │ │ ├── tf_antialias.cu │ │ │ │ ├── tf_interpolate.cu │ │ │ │ ├── tf_rasterize.cu │ │ │ │ └── tf_texture.cu │ │ │ │ └── torch │ │ │ │ ├── __init__.py │ │ │ │ ├── ops.py │ │ │ │ ├── torch_antialias.cpp │ │ │ │ ├── torch_bindings.cpp │ │ │ │ ├── torch_bindings_gl.cpp │ │ │ │ ├── torch_common.inl │ │ │ │ ├── torch_interpolate.cpp │ │ │ │ ├── torch_rasterize.cpp │ │ │ │ ├── torch_rasterize_gl.cpp │ │ │ │ ├── torch_texture.cpp │ │ │ │ └── torch_types.h │ │ ├── docker │ │ │ ├── 10_nvidia.json │ │ │ └── Dockerfile │ │ ├── docs │ │ │ ├── img │ │ │ │ ├── cube.png │ │ │ │ ├── earth.png │ │ │ │ ├── envphong.png │ │ │ │ ├── logo.png │ │ │ │ ├── pipe_cube.png │ │ │ │ ├── pipe_earth.png │ │ │ │ ├── pipe_envphong.png │ │ │ │ ├── pose.png │ │ │ │ ├── spot_aa.png │ │ │ │ ├── spot_crop1.png │ │ │ │ ├── spot_crop2.png │ │ │ │ ├── spot_diff1.png │ │ │ │ ├── spot_diff2.png │ │ │ │ ├── spot_peel1.png │ │ │ │ ├── spot_peel2.png │ │ │ │ ├── spot_st.png │ │ │ │ ├── spot_tex.png │ │ │ │ ├── spot_texture.png │ │ │ │ ├── spot_texw.png │ │ │ │ ├── spot_tri.png │ │ │ │ ├── spot_uv.png │ │ │ │ ├── teaser.png │ │ │ │ ├── teaser1.png │ │ │ │ ├── teaser2.png │ │ │ │ ├── teaser3.png │ │ │ │ ├── teaser4.png │ │ │ │ ├── teaser5.png │ │ │ │ ├── thumb.jpg │ │ │ │ └── tri.png │ │ │ └── index.html │ │ ├── nvdiffrast.egg-info │ │ │ ├── PKG-INFO │ │ │ ├── SOURCES.txt │ │ │ ├── dependency_links.txt │ │ │ ├── requires.txt │ │ │ └── top_level.txt │ │ ├── nvdiffrast │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ │ ├── antialias.cu │ │ │ │ ├── antialias.h │ │ │ │ ├── common.cpp │ │ │ │ ├── common.h │ │ │ │ ├── cudaraster │ │ │ │ │ ├── CudaRaster.hpp │ │ │ │ │ └── impl │ │ │ │ │ │ ├── BinRaster.inl │ │ │ │ │ │ ├── Buffer.cpp │ │ │ │ │ │ ├── Buffer.hpp │ │ │ │ │ │ ├── CoarseRaster.inl │ │ │ │ │ │ ├── Constants.hpp │ │ │ │ │ │ ├── CudaRaster.cpp │ │ │ │ │ │ ├── Defs.hpp │ │ │ │ │ │ ├── FineRaster.inl │ │ │ │ │ │ ├── PrivateDefs.hpp │ │ │ │ │ │ ├── RasterImpl.cpp │ │ │ │ │ │ ├── RasterImpl.cu │ │ │ │ │ │ ├── RasterImpl.hpp │ │ │ │ │ │ ├── TriangleSetup.inl │ │ │ │ │ │ └── Util.inl │ │ │ │ ├── framework.h │ │ │ │ ├── glutil.cpp │ │ │ │ ├── glutil.h │ │ │ │ ├── glutil_extlist.h │ │ │ │ ├── interpolate.cu │ │ │ │ ├── interpolate.h │ │ │ │ ├── rasterize.cu │ │ │ │ ├── rasterize.h │ │ │ │ ├── rasterize_gl.cpp │ │ │ │ ├── rasterize_gl.h │ │ │ │ ├── texture.cpp │ │ │ │ ├── texture.cu │ │ │ │ └── texture.h │ │ │ ├── lib │ │ │ │ └── setgpu.lib │ │ │ ├── tensorflow │ │ │ │ ├── __init__.py │ │ │ │ ├── ops.py │ │ │ │ ├── plugin_loader.py │ │ │ │ ├── tf_all.cu │ │ │ │ ├── tf_antialias.cu │ │ │ │ ├── tf_interpolate.cu │ │ │ │ ├── tf_rasterize.cu │ │ │ │ └── tf_texture.cu │ │ │ └── torch │ │ │ │ ├── __init__.py │ │ │ │ ├── ops.py │ │ │ │ ├── torch_antialias.cpp │ │ │ │ ├── torch_bindings.cpp │ │ │ │ ├── torch_bindings_gl.cpp │ │ │ │ ├── torch_common.inl │ │ │ │ ├── torch_interpolate.cpp │ │ │ │ ├── torch_rasterize.cpp │ │ │ │ ├── torch_rasterize_gl.cpp │ │ │ │ ├── torch_texture.cpp │ │ │ │ └── torch_types.h │ │ ├── run_sample.sh │ │ ├── samples │ │ │ ├── data │ │ │ │ ├── NOTICE.txt │ │ │ │ ├── cube_c.npz │ │ │ │ ├── cube_d.npz │ │ │ │ ├── cube_p.npz │ │ │ │ ├── earth.npz │ │ │ │ └── envphong.npz │ │ │ ├── tensorflow │ │ │ │ ├── cube.py │ │ │ │ ├── earth.py │ │ │ │ ├── envphong.py │ │ │ │ ├── pose.py │ │ │ │ ├── triangle.py │ │ │ │ └── util.py │ │ │ └── torch │ │ │ │ ├── cube.py │ │ │ │ ├── earth.py │ │ │ │ ├── envphong.py │ │ │ │ ├── pose.py │ │ │ │ ├── triangle.py │ │ │ │ └── util.py │ │ └── setup.py │ ├── options │ │ ├── __init__.py │ │ ├── base_options.py │ │ ├── test_options.py │ │ └── train_options.py │ ├── test.py │ ├── test_video.py │ ├── test_video_noAlign.py │ ├── train.py │ └── util │ │ ├── BBRegressorParam_r.mat │ │ ├── __init__.py │ │ ├── detect_lm68.py │ │ ├── generate_list.py │ │ ├── html.py │ │ ├── load_mats.py │ │ ├── nvdiffrast.py │ │ ├── preprocess.py │ │ ├── skin_mask.py │ │ ├── test_mean_face.txt │ │ ├── util.py │ │ └── visualizer.py ├── FaceVerse │ ├── FaceVerseModel_v3.py │ ├── __init__.py │ ├── renderer.py │ └── v3 │ │ ├── dense_uv_expanded_mask_onlyFace.png │ │ ├── fv2fl_30.npy │ │ └── v31_face_mask_new.npy ├── Hillary.mp4 ├── Obama.mp4 ├── align_in_the_wild.py ├── batch_mtcnn_video.py ├── make_dataset_pipe.py ├── preprocess.py ├── preprocess_faceverse.py ├── preprocess_person_video_dataset.py └── render_utils │ ├── ortho_renderer.py │ └── renderer.py ├── dnnlib ├── __init__.py └── util.py ├── encoder_inversion ├── config │ ├── train_e4e_real.yaml │ ├── train_textureUnet_real.yaml │ └── train_textureUnet_video.yaml ├── criteria │ ├── __init__.py │ ├── contextual_loss │ │ ├── __init__.py │ │ ├── config.py │ │ ├── functional.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── contextual.py │ │ │ ├── contextual_bilateral.py │ │ │ └── vgg.py │ │ └── test_cx.py │ ├── cx_loss.py │ ├── id_loss.py │ ├── lpips │ │ ├── __init__.py │ │ ├── lpips.py │ │ ├── networks.py │ │ └── utils.py │ ├── moco_loss.py │ └── ms_ssim.py ├── dataset_video.py ├── models │ ├── DeepLabV3Plus │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── README.md │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── cityscapes.py │ │ │ ├── data │ │ │ │ └── train_aug.txt │ │ │ ├── utils.py │ │ │ └── voc.py │ │ ├── main.py │ │ ├── metrics │ │ │ ├── __init__.py │ │ │ └── stream_metrics.py │ │ ├── network │ │ │ ├── __init__.py │ │ │ ├── _deeplab.py │ │ │ ├── backbone │ │ │ │ ├── __init__.py │ │ │ │ ├── hrnetv2.py │ │ │ │ ├── mobilenetv2.py │ │ │ │ ├── resnet.py │ │ │ │ └── xception.py │ │ │ ├── modeling.py │ │ │ └── utils.py │ │ ├── predict.py │ │ ├── requirements.txt │ │ ├── samples │ │ │ ├── 114_image.png │ │ │ ├── 114_overlay.png │ │ │ ├── 114_pred.png │ │ │ ├── 114_target.png │ │ │ ├── 1_image.png │ │ │ ├── 1_overlay.png │ │ │ ├── 1_pred.png │ │ │ ├── 1_target.png │ │ │ ├── 23_image.png │ │ │ ├── 23_overlay.png │ │ │ ├── 23_pred.png │ │ │ ├── 23_target.png │ │ │ ├── city_1_overlay.png │ │ │ ├── city_1_target.png │ │ │ ├── city_6_overlay.png │ │ │ ├── city_6_target.png │ │ │ └── visdom-screenshoot.png │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── ext_transforms.py │ │ │ ├── loss.py │ │ │ ├── scheduler.py │ │ │ ├── utils.py │ │ │ └── visualizer.py │ ├── attention.py │ ├── e4e.py │ ├── helpers.py │ ├── mmseg │ │ └── mix_transformer.py │ ├── model_irse.py │ ├── networks_styleunet.py │ ├── unet_encoders.py │ ├── unet_transformer.py │ ├── uvnet.py │ └── uvnet_new.py ├── restyle_w_loss.py ├── train.py ├── training_loop.py ├── training_loop_unet_interval.py ├── training_loop_video.py ├── unet_loss.py ├── video_loss.py ├── w_loss.py ├── w_loss_bk.py ├── w_loss_new.py └── w_loss_ori.py ├── environment.yml ├── eval_seq.py ├── eval_updated_os.py ├── infer.sh ├── inversion ├── configs │ ├── __init__.py │ ├── global_config.py │ ├── hyperparameters.py │ └── paths_config.py ├── criteria │ ├── __init__.py │ └── localitly_regulizer.py ├── dataset.py ├── dataset_new.py ├── flow_util.py ├── model_utils.py ├── projectors │ ├── __init__.py │ └── w_plus_projector_ide3d.py └── volumetric_rendering.py ├── legacy.py ├── metrics ├── __init__.py ├── equivariance.py ├── frechet_inception_distance.py ├── inception_score.py ├── kernel_inception_distance.py ├── metric_main.py ├── metric_utils.py ├── perceptual_path_length.py └── precision_recall.py ├── reenact_avatar_next3d.py ├── torch_utils ├── __init__.py ├── custom_ops.py ├── debug_utils.py ├── misc.py ├── ops │ ├── __init__.py │ ├── bias_act.cpp │ ├── bias_act.cu │ ├── bias_act.h │ ├── bias_act.py │ ├── conv2d_gradfix.py │ ├── conv2d_resample.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 │ ├── upfirdn2d.cpp │ ├── upfirdn2d.cu │ ├── upfirdn2d.h │ └── upfirdn2d.py ├── persistence.py └── training_stats.py ├── train_3dgan.sh ├── train_avatar_texture.py ├── train_inversion.sh ├── training ├── __init__.py ├── augment.py ├── crosssection_utils.py ├── dual_discriminator.py └── networks_stylegan2.py └── training_avatar_texture ├── __init__.py ├── camera_utils.py ├── dataset_new.py ├── dual_discriminator.py ├── embedder.py ├── loss.py ├── networks_stylegan2.py ├── networks_stylegan2_new.py ├── networks_stylegan2_next3d.py ├── networks_stylegan2_styleunet_next3d.py ├── networks_stylegan3.py ├── next3d_triplane.py ├── superresolution.py ├── training_loop.py ├── triplane.py ├── triplane_v20.py └── volumetric_rendering ├── __init__.py ├── math_utils.py ├── ortho_renderer.py ├── ray_marcher.py ├── ray_sampler.py ├── renderer.py └── renderer_next3d.py /.idea/workspace.xml: -------------------------------------------------------------------------------- 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