├── .gitignore ├── .idea ├── .gitignore ├── Facial-Beauty-Prediction.iml ├── misc.xml ├── modules.xml └── vcs.xml ├── README.md ├── beautify_image-old.py ├── beautify_image.py ├── beauty_prediction ├── =0.2.3.2 ├── =0.93 ├── =3.1.1 ├── =3.4.0.12 ├── beautyrater.py ├── execute_beauty_prediction.py ├── execute_beauty_prediction_single.py ├── faces_dataset.py ├── sample.png ├── sample.png.html ├── temp │ └── img │ │ ├── sample copy.png │ │ └── sample.png └── train_beauty_prediction.py ├── config.py ├── dataset.py ├── dataset_tool-old.py ├── dataset_tool.py ├── dnnlib ├── __init__.py ├── submission │ ├── __init__.py │ ├── _internal │ │ └── run.py │ ├── run_context.py │ └── submit.py ├── tflib │ ├── __init__.py │ ├── autosummary.py │ ├── network.py │ ├── optimizer.py │ └── tfutil.py └── util.py ├── docs ├── 00001.png ├── beautification_samples.png └── samples.png ├── encoder ├── __init__.py ├── generator_model.py └── perceptual_model.py ├── eyeglasses.npy ├── feature_extract.py ├── feature_visualization.py ├── ffhq_dataset ├── __init__.py ├── face_alignment.py ├── landmarks_detector.py ├── latent_directions │ ├── age.npy │ ├── gender.npy │ └── smile.npy └── latent_representations │ ├── donald_trump_01.npy │ └── hillary_clinton_01.npy ├── gender.npy ├── id_features.npy ├── identity_prediction ├── __init__.py ├── facenet.py ├── identity_predict.py └── test │ └── img │ └── test.png ├── inference_cond.py ├── label_ffhq.py ├── legacy.py ├── loss.py ├── metrics ├── __init__.py ├── frechet_inception_distance.py ├── inception_score.py ├── ms_ssim.py └── sliced_wasserstein.py ├── metrics_evaluation ├── __init__.py ├── allmodel ├── brisque.py ├── frechet_inception_distance.py ├── id-0-combined-brisque.csv ├── id-0-combined-brisque.txt ├── id-0-combined-id-preserving.csv ├── id-0-combined-id-preserving.txt ├── id-1-combined-brisque.csv ├── id-1-combined-brisque.txt ├── id-1-combined-id-preserving.csv ├── id-1-combined-id-preserving.txt ├── id-1-combined.csv ├── id-1-combined.txt ├── id_preserving.py ├── image_quality_metric │ ├── Python │ │ ├── __init__.py │ │ ├── allmodel │ │ ├── brisquequality.py │ │ └── libsvm │ │ │ ├── COPYRIGHT │ │ │ ├── FAQ.html │ │ │ ├── Makefile │ │ │ ├── Makefile.win │ │ │ ├── README │ │ │ ├── __init__.py │ │ │ ├── heart_scale │ │ │ ├── java │ │ │ ├── Makefile │ │ │ ├── libsvm.jar │ │ │ ├── libsvm │ │ │ │ ├── svm.java │ │ │ │ ├── svm.m4 │ │ │ │ ├── svm_model.java │ │ │ │ ├── svm_node.java │ │ │ │ ├── svm_parameter.java │ │ │ │ ├── svm_print_interface.java │ │ │ │ └── svm_problem.java │ │ │ ├── svm_predict.java │ │ │ ├── svm_scale.java │ │ │ ├── svm_toy.java │ │ │ ├── svm_train.java │ │ │ └── test_applet.html │ │ │ ├── libsvm.so.2 │ │ │ ├── matlab │ │ │ ├── Makefile │ │ │ ├── README │ │ │ ├── libsvmread.c │ │ │ ├── libsvmwrite.c │ │ │ ├── make.m │ │ │ ├── svm_model_matlab.c │ │ │ ├── svm_model_matlab.h │ │ │ ├── svmpredict.c │ │ │ └── svmtrain.c │ │ │ ├── python │ │ │ ├── Makefile │ │ │ ├── README │ │ │ ├── __init__.py │ │ │ ├── allmodel │ │ │ ├── brisquequality.py │ │ │ ├── svm.py │ │ │ └── svmutil.py │ │ │ ├── svm-predict │ │ │ ├── svm-predict.c │ │ │ ├── svm-scale │ │ │ ├── svm-scale.c │ │ │ ├── svm-toy │ │ │ ├── gtk │ │ │ │ ├── Makefile │ │ │ │ ├── callbacks.cpp │ │ │ │ ├── callbacks.h │ │ │ │ ├── interface.c │ │ │ │ ├── interface.h │ │ │ │ ├── main.c │ │ │ │ └── svm-toy.glade │ │ │ ├── qt │ │ │ │ ├── Makefile │ │ │ │ └── svm-toy.cpp │ │ │ └── windows │ │ │ │ └── svm-toy.cpp │ │ │ ├── svm-train │ │ │ ├── svm-train.c │ │ │ ├── svm.cpp │ │ │ ├── svm.def │ │ │ ├── svm.h │ │ │ ├── svm.o │ │ │ ├── tools │ │ │ ├── README │ │ │ ├── checkdata.py │ │ │ ├── easy.py │ │ │ ├── grid.py │ │ │ └── subset.py │ │ │ └── windows │ │ │ ├── libsvm.dll │ │ │ ├── libsvmread.mexw64 │ │ │ ├── libsvmwrite.mexw64 │ │ │ ├── svm-predict.exe │ │ │ ├── svm-scale.exe │ │ │ ├── svm-toy.exe │ │ │ ├── svm-train.exe │ │ │ ├── svmpredict.mexw64 │ │ │ └── svmtrain.mexw64 │ ├── README.md │ └── __init__.py ├── interface-stylegan-0-combined-brisque.csv ├── interface-stylegan-0-combined-brisque.txt ├── interface-stylegan-0-combined-id-preserving.csv ├── interface-stylegan-0-combined-id-preserving.txt ├── interface-stylegan-128x128-combined-brisque.csv ├── interface-stylegan-128x128-combined-brisque.txt ├── interface-stylegan-128x128-combined-id-preserving.csv ├── interface-stylegan-128x128-combined-id-preserving.txt ├── metric_base.py ├── openface │ ├── .github │ │ ├── ISSUE_TEMPLATE.md │ │ ├── PULL_REQUEST_TEMPLATE.md │ │ └── stale.yml │ ├── .gitignore │ ├── .gitmodules │ ├── .travis.yml │ ├── CONTRIBUTING.md │ ├── Dockerfile │ ├── LICENSE │ ├── README.md │ ├── api-docs │ │ ├── Makefile │ │ ├── README.md │ │ ├── _static │ │ │ ├── sp.js │ │ │ └── track.js │ │ ├── conf.py │ │ ├── index.rst │ │ ├── openface.rst │ │ └── requirements.txt │ ├── batch-represent │ │ ├── batch-represent.lua │ │ ├── dataset.lua │ │ ├── main.lua │ │ └── opts.lua │ ├── cloc.sh │ ├── demos │ │ ├── classifier.py │ │ ├── classifier_webcam.py │ │ ├── compare.py │ │ ├── sphere.py │ │ ├── vis-outputs.lua │ │ └── web │ │ │ ├── bower.json │ │ │ ├── create-cert.sh │ │ │ ├── create-unknown-vectors.py │ │ │ ├── css │ │ │ └── main.css │ │ │ ├── examples.md │ │ │ ├── favicon.ico │ │ │ ├── images │ │ │ └── FacerecWebDemo.ai │ │ │ ├── index.html │ │ │ ├── install-deps.sh │ │ │ ├── js │ │ │ ├── openface-demo.js │ │ │ └── utils.js │ │ │ ├── requirements.txt │ │ │ ├── simpleSSLServer.py │ │ │ ├── start-servers.sh │ │ │ ├── tls │ │ │ ├── server.crt │ │ │ ├── server.key │ │ │ └── server.pem │ │ │ ├── update-vendor-deps.sh │ │ │ ├── vendor │ │ │ ├── bower.json │ │ │ ├── css │ │ │ │ ├── bootstrap-dialog.css │ │ │ │ ├── bootstrap-dialog.min.css │ │ │ │ ├── bootstrap-theme.css │ │ │ │ ├── bootstrap-theme.css.map │ │ │ │ ├── bootstrap-theme.min.css │ │ │ │ ├── bootstrap-toggle.min.css │ │ │ │ ├── bootstrap.css │ │ │ │ ├── bootstrap.css.map │ │ │ │ ├── bootstrap.min.css │ │ │ │ ├── bootstrap2-toggle.min.css │ │ │ │ ├── font-awesome.css │ │ │ │ ├── font-awesome.css.map │ │ │ │ └── font-awesome.min.css │ │ │ ├── fonts │ │ │ │ ├── FontAwesome.otf │ │ │ │ ├── fontawesome-webfont.eot │ │ │ │ ├── fontawesome-webfont.svg │ │ │ │ ├── fontawesome-webfont.ttf │ │ │ │ ├── fontawesome-webfont.woff │ │ │ │ ├── fontawesome-webfont.woff2 │ │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ │ └── glyphicons-halflings-regular.woff2 │ │ │ ├── js │ │ │ │ ├── bootstrap-dialog.js │ │ │ │ ├── bootstrap-dialog.min.js │ │ │ │ ├── bootstrap-toggle.min.js │ │ │ │ ├── bootstrap-toggle.min.js.map │ │ │ │ ├── bootstrap.js │ │ │ │ ├── bootstrap.min.js │ │ │ │ ├── bootstrap2-toggle.min.js │ │ │ │ ├── bootstrap2-toggle.min.js.map │ │ │ │ ├── handlebars.min.js │ │ │ │ ├── jquery.js │ │ │ │ ├── jquery.min.js │ │ │ │ ├── jquery.min.map │ │ │ │ ├── jstat.min.js │ │ │ │ ├── npm.js │ │ │ │ └── ping.min.js │ │ │ ├── less │ │ │ │ ├── animated.less │ │ │ │ ├── bootstrap-dialog.less │ │ │ │ ├── bordered-pulled.less │ │ │ │ ├── core.less │ │ │ │ ├── fixed-width.less │ │ │ │ ├── font-awesome.less │ │ │ │ ├── icons.less │ │ │ │ ├── larger.less │ │ │ │ ├── list.less │ │ │ │ ├── mixins.less │ │ │ │ ├── path.less │ │ │ │ ├── rotated-flipped.less │ │ │ │ ├── stacked.less │ │ │ │ └── variables.less │ │ │ └── scss │ │ │ │ ├── _animated.scss │ │ │ │ ├── _bordered-pulled.scss │ │ │ │ ├── _core.scss │ │ │ │ ├── _fixed-width.scss │ │ │ │ ├── _icons.scss │ │ │ │ ├── _larger.scss │ │ │ │ ├── _list.scss │ │ │ │ ├── _mixins.scss │ │ │ │ ├── _path.scss │ │ │ │ ├── _rotated-flipped.scss │ │ │ │ ├── _stacked.scss │ │ │ │ ├── _variables.scss │ │ │ │ └── font-awesome.scss │ │ │ └── websocket-server.py │ ├── docs │ │ ├── css │ │ │ └── extra.css │ │ ├── demo-1-web.md │ │ ├── demo-2-comparison.md │ │ ├── demo-3-classifier.md │ │ ├── demo-4-sphere.md │ │ ├── faq.md │ │ ├── index.md │ │ ├── js │ │ │ ├── extra.js │ │ │ └── sp.js │ │ ├── models-and-accuracies.md │ │ ├── release-notes.md │ │ ├── setup.md │ │ ├── training-new-models.md │ │ ├── usage.md │ │ └── visualizations.md │ ├── evaluation │ │ ├── lfw-classification-unknown.py │ │ ├── lfw-classification.py │ │ └── lfw.py │ ├── images │ │ ├── dlib-landmark-mean.png │ │ ├── examples │ │ │ ├── adams.jpg │ │ │ ├── carell.jpg │ │ │ ├── clapton-1.jpg │ │ │ ├── clapton-2.jpg │ │ │ ├── lennon-1.jpg │ │ │ ├── lennon-2.jpg │ │ │ └── longoria-cooper.jpg │ │ ├── nn4.v1.conv1.lennon-1.png │ │ ├── nn4.v1.conv1.lennon-2.png │ │ ├── nn4.v1.loss.png │ │ ├── performance.png │ │ ├── sphere-demo │ │ │ ├── data-afterlives-poster.jpg │ │ │ ├── demo.gif │ │ │ ├── exhibit-amos.png │ │ │ ├── exhibits-all.png │ │ │ ├── exhibits-nosenzo.png │ │ │ └── screenshot.png │ │ ├── summary.ai │ │ ├── summary.jpg │ │ ├── train-tsne.png │ │ ├── val-tsne.png │ │ └── youtube-web.gif │ ├── mkdocs.yml │ ├── models │ │ ├── dlib │ │ │ ├── mean.csv │ │ │ └── std.csv │ │ ├── get-models.sh │ │ └── openface │ │ │ ├── nn2.def.lua │ │ │ ├── nn4.def.lua │ │ │ ├── nn4.small1.def.lua │ │ │ ├── nn4.small2.def.lua │ │ │ ├── resnet1.def.lua │ │ │ ├── vgg-face.def.lua │ │ │ └── vgg-face.small1.def.lua │ ├── opencv-dlib-torch.Dockerfile │ ├── openface │ │ ├── __init__.py │ │ ├── align_dlib.py │ │ ├── data.py │ │ ├── helper.py │ │ ├── openface_server.lua │ │ ├── torch_neural_net.lutorpy.py │ │ └── torch_neural_net.py │ ├── requirements.txt │ ├── run-tests.sh │ ├── setup.py │ ├── tests │ │ ├── __init__.py │ │ ├── openface_api_tests.py │ │ ├── openface_batch_represent_tests.py │ │ ├── openface_demo_tests.py │ │ └── openface_neural_net_training_tests.py │ ├── training │ │ ├── OpenFaceOptim.lua │ │ ├── attic │ │ │ ├── OpenFaceOptim.lua │ │ │ ├── model.lua │ │ │ ├── sanitize.lua │ │ │ ├── test-hardNeg.lua │ │ │ ├── test.lua │ │ │ └── train.lua │ │ ├── data.lua │ │ ├── dataset-issue-132.lua │ │ ├── dataset.lua │ │ ├── donkey.lua │ │ ├── lfw-latest.sh │ │ ├── main.lua │ │ ├── model.lua │ │ ├── opts.lua │ │ ├── plot-loss.py │ │ ├── requirements.txt │ │ ├── test.lua │ │ ├── train.lua │ │ └── util.lua │ └── util │ │ ├── align-dlib.py │ │ ├── annotate-image.py │ │ ├── check-links.py │ │ ├── create-train-val-split.py │ │ ├── detect-outliers.py │ │ ├── email-broken-links.sh │ │ ├── print-network-table.lua │ │ ├── profile-network.lua │ │ ├── profile-pipeline.py │ │ ├── prune-dataset.py │ │ └── tsne.py ├── ori-0-combined-brisque.csv ├── ori-0-combined-brisque.txt ├── ori-0-combined-id-presearving.txt ├── ori-0-combined-id-preserving.csv ├── ori-0-combined-recloss-brisque.csv ├── ori-0-combined-recloss-brisque.txt ├── ori-0-combined-recloss-id-preserving.csv ├── ori-0-combined-recloss-id-preserving.txt ├── ori-0-combined-recloss-nolabelloss-brisque.csv ├── ori-0-combined-recloss-nolabelloss-brisque.txt ├── ori-0-combined-recloss-nolabelloss-id-preserving.csv ├── ori-0-combined-recloss-nolabelloss-id-preserving.txt ├── ori-6000k-id-preserving.csv ├── ori-6000k-id-preserving.txt ├── ori-6000k-id-recloss-nolabel-preserving.csv ├── ori-6000k-id-recloss-nolabel-preserving.txt ├── ori-6000k-id-recloss-preserving.csv ├── ori-6000k-id-recloss-preserving.txt ├── test-id.csv ├── test-id.txt ├── test.csv └── test.txt ├── misc.py ├── networks.py ├── requirements-pip.txt ├── run_metrics.py ├── selectimages.py ├── test.py ├── tfutil.py ├── train-old.py ├── train.py ├── tsne.py ├── util_scripts.py └── utils ├── plot_beauty_distribution.py └── transform_images.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zoezhou1999/BeautifyBasedOnGAN/HEAD/.gitignore -------------------------------------------------------------------------------- /.idea/.gitignore: -------------------------------------------------------------------------------- 1 | 2 | # Default ignored files 3 | /workspace.xml -------------------------------------------------------------------------------- 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