├── .gitignore ├── CODE_OF_CONDUCT.md ├── README.md ├── alignment ├── README.md ├── _datasets_ │ └── README.md ├── coordinate_reg │ ├── README.md │ └── image_infer.py ├── heatmap │ ├── README.md │ ├── data.py │ ├── img_helper.py │ ├── metric.py │ ├── optimizer.py │ ├── sample_config.py │ ├── symbol │ │ └── sym_heatmap.py │ ├── test.py │ ├── test_rec_nme.py │ └── train.py └── synthetics │ ├── README.md │ ├── datasets │ ├── augs.py │ └── dataset_synthetics.py │ ├── test_synthetics.py │ ├── tools │ └── prepare_synthetics.py │ └── trainer_synthetics.py ├── attribute ├── README.md ├── _datasets_ │ └── README.md └── gender_age │ └── test.py ├── benchmarks └── train │ ├── nvidia_a10.md │ ├── nvidia_a100.md │ ├── nvidia_a30.md │ ├── nvidia_rtx3080.md │ ├── nvidia_rtx3090.md │ └── nvidia_v100.md ├── challenges ├── README.md ├── cvpr23-fas-wild │ └── README.md ├── frvt-impl │ └── README.md ├── iccv19-lfr │ ├── README.md │ ├── gen_image_feature.py │ └── gen_video_feature.py ├── iccv21-mfr │ ├── README.md │ ├── dataset_mask.py │ ├── mxnet_to_ort.py │ ├── onnx_helper.py │ ├── tutorial_pytorch_cn.md │ └── tutorial_pytorch_mask_aug.md └── mfr │ └── README.md ├── cpp-package └── inspireface │ ├── .clang-format │ ├── .gitignore │ ├── CMakeLists.txt │ ├── README.md │ ├── android │ └── InspireFaceExample │ │ ├── .gitignore │ │ ├── app │ │ ├── .gitignore │ │ ├── build.gradle │ │ ├── proguard-rules.pro │ │ └── src │ │ │ ├── androidTest │ │ │ └── java │ │ │ │ └── com │ │ │ │ └── example │ │ │ │ └── inspireface_example │ │ │ │ └── ExampleInstrumentedTest.java │ │ │ ├── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── java │ │ │ │ └── com │ │ │ │ │ └── example │ │ │ │ │ └── inspireface_example │ │ │ │ │ └── MainActivity.java │ │ │ └── res │ │ │ │ ├── drawable │ │ │ │ ├── ic_launcher_background.xml │ │ │ │ └── ic_launcher_foreground.xml │ │ │ │ ├── layout │ │ │ │ └── activity_main.xml │ │ │ │ ├── mipmap-anydpi-v26 │ │ │ │ ├── ic_launcher.xml │ │ │ │ └── ic_launcher_round.xml │ │ │ │ ├── mipmap-hdpi │ │ │ │ ├── ic_launcher.webp │ │ │ │ └── ic_launcher_round.webp │ │ │ │ ├── mipmap-mdpi │ │ │ │ ├── ic_launcher.webp │ │ │ │ └── ic_launcher_round.webp │ │ │ │ ├── mipmap-xhdpi │ │ │ │ ├── ic_launcher.webp │ │ │ │ └── ic_launcher_round.webp │ │ │ │ ├── mipmap-xxhdpi │ │ │ │ ├── ic_launcher.webp │ │ │ │ └── ic_launcher_round.webp │ │ │ │ ├── mipmap-xxxhdpi │ │ │ │ ├── ic_launcher.webp │ │ │ │ └── ic_launcher_round.webp │ │ │ │ ├── values-night │ │ │ │ └── themes.xml │ │ │ │ ├── values │ │ │ │ ├── colors.xml │ │ │ │ ├── strings.xml │ │ │ │ └── themes.xml │ │ │ │ └── xml │ │ │ │ ├── backup_rules.xml │ │ │ │ └── data_extraction_rules.xml │ │ │ └── test │ │ │ └── java │ │ │ └── com │ │ │ └── example │ │ │ └── inspireface_example │ │ │ └── ExampleUnitTest.java │ │ ├── build.gradle │ │ ├── gradle.properties │ │ ├── gradle │ │ ├── libs.versions.toml │ │ └── wrapper │ │ │ ├── gradle-wrapper.jar │ │ │ └── gradle-wrapper.properties │ │ ├── gradlew │ │ ├── gradlew.bat │ │ └── settings.gradle │ ├── ci │ ├── README.md │ ├── quick_test_linux_x86_usual.sh │ ├── quick_test_linux_x86_usual_python_native_interface.sh │ └── quick_test_local.sh │ ├── command │ ├── build.sh │ ├── build_android.sh │ ├── build_android_rk356x_rk3588.sh │ ├── build_cross_aarch64.sh │ ├── build_cross_armv7_armhf.sh │ ├── build_cross_rk356x_rk3588_aarch64.sh │ ├── build_cross_rv1106_armhf_uclibc.sh │ ├── build_cross_rv1109rv1126_armhf.sh │ ├── build_ios.sh │ ├── build_ios_coreml.sh │ ├── build_linux_cuda.sh │ ├── build_linux_cuda_dev.sh │ ├── build_linux_manylinux2014.sh │ ├── build_linux_tensorrt.sh │ ├── build_linux_ubuntu18.sh │ ├── build_macos_arm64.sh │ ├── build_macos_coreml_arm64.sh │ ├── build_macos_coreml_x86.sh │ ├── build_macos_x86.sh │ ├── build_wheel_macos_arm64.sh │ ├── build_wheel_macos_x86.sh │ ├── build_wheel_manylinux2014_aarch64.sh │ ├── build_wheel_manylinux2014_x86.sh │ ├── build_wheel_manylinux_2_36_aarch64.sh │ ├── create_ios_framework.sh │ └── download_models_general.sh │ ├── cpp │ ├── inspireface │ │ ├── CMakeLists.txt │ │ ├── c_api │ │ │ ├── inspireface.cc │ │ │ ├── inspireface.h │ │ │ ├── inspireface_internal.h │ │ │ └── intypedef.h │ │ ├── common │ │ │ ├── face_data │ │ │ │ └── face_serialize_tools.h │ │ │ └── face_info │ │ │ │ ├── all.h │ │ │ │ ├── face_action_data.h │ │ │ │ ├── face_object_internal.h │ │ │ │ └── face_process.h │ │ ├── cost_time.h │ │ ├── engine │ │ │ ├── face_session.cpp │ │ │ └── face_session.h │ │ ├── feature_hub │ │ │ ├── embedding_db │ │ │ │ ├── embedding_db.cpp │ │ │ │ └── embedding_db.h │ │ │ ├── feature_hub_db.cpp │ │ │ └── simd.h │ │ ├── image_process │ │ │ ├── frame_process.cpp │ │ │ └── nexus_processor │ │ │ │ ├── image_processor.cpp │ │ │ │ ├── image_processor.h │ │ │ │ ├── image_processor_general.cpp │ │ │ │ ├── image_processor_general.h │ │ │ │ ├── image_processor_rga.cpp │ │ │ │ ├── image_processor_rga.h │ │ │ │ └── rga │ │ │ │ ├── dma_alloc.cpp │ │ │ │ ├── dma_alloc.h │ │ │ │ ├── utils.cpp │ │ │ │ └── utils.h │ │ ├── include │ │ │ └── inspireface │ │ │ │ ├── cuda_toolkit.h │ │ │ │ ├── data_type.h │ │ │ │ ├── face_wrapper.h │ │ │ │ ├── feature_hub_db.h │ │ │ │ ├── frame_process.h │ │ │ │ ├── herror.h │ │ │ │ ├── information.h │ │ │ │ ├── inspireface.hpp │ │ │ │ ├── isf_check.h │ │ │ │ ├── launch.h │ │ │ │ ├── log.h │ │ │ │ ├── meta.h │ │ │ │ ├── session.h │ │ │ │ ├── similarity_converter.h │ │ │ │ └── spend_timer.h │ │ ├── log.cpp │ │ ├── meta.cpp.in │ │ ├── middleware │ │ │ ├── any_net_adapter.h │ │ │ ├── configurable.cpp │ │ │ ├── configurable.h │ │ │ ├── costman.h │ │ │ ├── cuda_toolkit.cpp │ │ │ ├── inference_adapter │ │ │ │ ├── README.md │ │ │ │ ├── implement │ │ │ │ │ └── mnn_adapter.h │ │ │ │ ├── inference_adapter.h │ │ │ │ └── mnn_cv_adapter_inference.h │ │ │ ├── inference_wrapper │ │ │ │ ├── coreml │ │ │ │ │ ├── CoreMLAdapter.h │ │ │ │ │ └── CoreMLAdapter.mm │ │ │ │ ├── customized │ │ │ │ │ ├── rknn_adapter.h │ │ │ │ │ └── rknn_adapter_nano.h │ │ │ │ ├── inference_wrapper.cpp │ │ │ │ ├── inference_wrapper.h │ │ │ │ ├── inference_wrapper_coreml.cpp │ │ │ │ ├── inference_wrapper_coreml.h │ │ │ │ ├── inference_wrapper_log.h │ │ │ │ ├── inference_wrapper_mnn.cpp │ │ │ │ ├── inference_wrapper_mnn.h │ │ │ │ ├── inference_wrapper_rknn.cpp │ │ │ │ ├── inference_wrapper_rknn.h │ │ │ │ ├── inference_wrapper_rknn_adapter.cpp │ │ │ │ ├── inference_wrapper_rknn_adapter.h │ │ │ │ ├── inference_wrapper_rknn_adapter_nano.cpp │ │ │ │ ├── inference_wrapper_rknn_adapter_nano.h │ │ │ │ ├── inference_wrapper_tensorrt.cpp │ │ │ │ ├── inference_wrapper_tensorrt.h │ │ │ │ └── tensorrt │ │ │ │ │ ├── tensorrt_adapter.cpp │ │ │ │ │ └── tensorrt_adapter.h │ │ │ ├── model_archive │ │ │ │ ├── core_archive │ │ │ │ │ ├── core_archive.cc │ │ │ │ │ ├── core_archive.h │ │ │ │ │ ├── microtar │ │ │ │ │ │ ├── microtar.c │ │ │ │ │ │ └── microtar.h │ │ │ │ │ └── simple_archive.h │ │ │ │ ├── inspire_archive.h │ │ │ │ └── inspire_model │ │ │ │ │ └── inspire_model.h │ │ │ ├── nlohmann │ │ │ │ └── json.hpp │ │ │ ├── system.h │ │ │ ├── thread │ │ │ │ └── resource_pool.h │ │ │ ├── timer.cpp │ │ │ └── utils.h │ │ ├── pipeline_module │ │ │ ├── attribute │ │ │ │ ├── all.h │ │ │ │ ├── face_attribute_adapt.cpp │ │ │ │ ├── face_attribute_adapt.h │ │ │ │ ├── face_emotion_adapt.cpp │ │ │ │ ├── face_emotion_adapt.h │ │ │ │ ├── mask_predict_adapt.cpp │ │ │ │ └── mask_predict_adapt.h │ │ │ ├── face_pipeline_module.cpp │ │ │ ├── face_pipeline_module.h │ │ │ └── liveness │ │ │ │ ├── all.h │ │ │ │ ├── blink_predict_adapt.cpp │ │ │ │ ├── blink_predict_adapt.h │ │ │ │ ├── rgb_anti_spoofing_adapt.cpp │ │ │ │ └── rgb_anti_spoofing_adapt.h │ │ ├── platform │ │ │ ├── jni │ │ │ │ ├── android │ │ │ │ │ └── inspireface_jni.cpp │ │ │ │ ├── common │ │ │ │ │ └── common.h │ │ │ │ └── java │ │ │ │ │ └── java.h │ │ │ └── platform.h │ │ ├── recognition_module │ │ │ ├── dest_const.h │ │ │ ├── extract │ │ │ │ ├── extract_adapt.cpp │ │ │ │ └── extract_adapt.h │ │ │ ├── face_feature_extraction_module.cpp │ │ │ ├── face_feature_extraction_module.h │ │ │ └── similarity_converter.cpp │ │ ├── runtime_module │ │ │ ├── launch.cpp │ │ │ ├── resource_manage.cpp │ │ │ └── resource_manage.h │ │ ├── session.cpp │ │ ├── track_module │ │ │ ├── face_detect │ │ │ │ ├── all.h │ │ │ │ ├── face_detect_adapt.cpp │ │ │ │ ├── face_detect_adapt.h │ │ │ │ ├── rnet_adapt.cpp │ │ │ │ └── rnet_adapt.h │ │ │ ├── face_track_module.cpp │ │ │ ├── face_track_module.h │ │ │ ├── landmark │ │ │ │ ├── all.h │ │ │ │ ├── face_landmark_adapt.cpp │ │ │ │ ├── face_landmark_adapt.h │ │ │ │ ├── landmark_param.h │ │ │ │ ├── landmark_tools.h │ │ │ │ ├── mean_shape.h │ │ │ │ └── order_of_hyper_landmark.h │ │ │ ├── quality │ │ │ │ ├── face_pose_quality_adapt.cpp │ │ │ │ └── face_pose_quality_adapt.h │ │ │ └── tracker_optional │ │ │ │ ├── README.md │ │ │ │ └── bytetrack │ │ │ │ ├── BYTETracker.cpp │ │ │ │ ├── BYTETracker.h │ │ │ │ ├── STrack.cpp │ │ │ │ ├── STrack.h │ │ │ │ ├── dataType.h │ │ │ │ ├── kalmanFilter.cpp │ │ │ │ ├── kalmanFilter.h │ │ │ │ ├── lapjv.cpp │ │ │ │ ├── lapjv.h │ │ │ │ └── tracker_utils.cpp │ │ ├── version.txt │ │ └── version.txt.in │ ├── sample │ │ ├── CMakeLists.txt │ │ ├── api │ │ │ ├── leak.c │ │ │ ├── sample_cpp_multithreading.cpp │ │ │ ├── sample_cpp_resource_pool.cpp │ │ │ ├── sample_cpu_watching.c │ │ │ ├── sample_create_session.c │ │ │ ├── sample_face_comparison.c │ │ │ ├── sample_face_crud.c │ │ │ ├── sample_face_track.c │ │ │ ├── sample_face_track_benchmark.c │ │ │ ├── sample_feature_hub.c │ │ │ ├── sample_feature_hub_persistence.c │ │ │ ├── sample_gray_input.c │ │ │ ├── sample_load_reload.c │ │ │ └── sample_search_face.cpp │ │ ├── cluttered │ │ │ ├── rk_sample │ │ │ │ ├── debug_rk_rec.cpp │ │ │ │ ├── rk_face_det_sample.cpp │ │ │ │ ├── rk_face_recognize_sample.cpp │ │ │ │ ├── rk_simple_net_sample.cpp │ │ │ │ └── rk_tracker_sample.cpp │ │ │ └── standard │ │ │ │ ├── archive_test.cpp │ │ │ │ ├── archive_tracker.cpp │ │ │ │ ├── bm_sample.cpp │ │ │ │ ├── c_api_sample.cpp │ │ │ │ ├── context_sample.cpp │ │ │ │ ├── error_test.cpp │ │ │ │ ├── loop_tracker.cpp │ │ │ │ ├── net_sample.cpp │ │ │ │ ├── rec_sample.cpp │ │ │ │ ├── test_sample.cpp │ │ │ │ ├── test_sqlite_sample.cpp │ │ │ │ └── tracker_sample.cpp │ │ ├── cpp_api │ │ │ ├── cpp_gray_input.cpp │ │ │ ├── cpp_nexus_process.cpp │ │ │ ├── cpp_sample_affine.cpp │ │ │ ├── cpp_sample_face_comparison.cpp │ │ │ ├── cpp_sample_face_crud.cpp │ │ │ ├── cpp_sample_face_track.cpp │ │ │ ├── cpp_sample_face_track_time.cpp │ │ │ └── cpp_sample_inspirecv.cpp │ │ ├── rv1106 │ │ │ ├── face_attribute.cpp │ │ │ ├── face_detect.cpp │ │ │ └── rga_image.cpp │ │ ├── source │ │ │ ├── expansion_load.cpp │ │ │ ├── feature_hub_sample.cpp │ │ │ ├── landmark_sample.cpp │ │ │ ├── tracker_pipeline.cpp │ │ │ └── tracker_sample.cpp │ │ └── utils │ │ │ ├── test_folder_helper.h │ │ │ └── test_helper.h │ └── test │ │ ├── CMakeLists.txt │ │ ├── settings │ │ ├── check.h │ │ ├── enviro.h │ │ ├── test_settings.cpp │ │ └── test_settings.h │ │ ├── test.cpp │ │ ├── test_base.cpp │ │ ├── test_cpp.cpp │ │ └── unit │ │ ├── api │ │ ├── test_benchmark.cpp │ │ ├── test_evaluation.cpp │ │ ├── test_face_context.cpp │ │ ├── test_face_pipeline.cpp │ │ ├── test_face_track.cpp │ │ ├── test_feature_hub.cpp │ │ ├── test_feature_manage.cpp │ │ ├── test_help_tools.cpp │ │ ├── test_image_bitmap.cpp │ │ ├── test_image_process.cpp │ │ ├── test_session_parallel.cpp │ │ ├── test_similarity_converter.cpp │ │ └── test_system.cpp │ │ ├── base │ │ ├── test_face_session.cpp │ │ ├── test_module_feature_hub.cpp │ │ ├── test_module_pipeline.cpp │ │ ├── test_module_recognition.cpp │ │ └── test_module_track.cpp │ │ ├── cpp_api │ │ └── test_session_face_track.cpp │ │ └── test_helper │ │ ├── help.h │ │ ├── simple_csv_writer.h │ │ ├── test_help.h │ │ └── test_tools.h │ ├── doc │ ├── Benchmark-Remark(Updating).md │ ├── CMake-Option.md │ ├── Error-Feedback-Codes.md │ └── diagrams │ │ ├── communication_sequence_diagram.puml │ │ ├── component diagram.puml │ │ ├── mem_model.drawio │ │ └── sample_pipeline.puml │ ├── docker-compose.yml │ ├── docker │ ├── Dockerfile.android │ ├── Dockerfile.arm-linux-aarch64 │ ├── Dockerfile.arm-linux-gnueabihf │ ├── Dockerfile.arm-linux-rockchip830-armhf-uclibc │ ├── Dockerfile.cuda.ubuntu18 │ ├── Dockerfile.cuda.ubuntu20 │ ├── Dockerfile.cuda12_ubuntu22 │ ├── Dockerfile.manylinux2014-x86 │ ├── Dockerfile.manylinux2014_aarch64 │ ├── Dockerfile.manylinux_2_36_aarch64 │ └── Dockerfile.ubuntu18 │ ├── images │ └── banner.jpg │ ├── python │ ├── .gitignore │ ├── README.md │ ├── inspireface │ │ ├── __init__.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ └── native.py │ │ │ ├── exception.py │ │ │ ├── herror.py │ │ │ ├── inspireface.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── resource.py │ │ └── param.py │ ├── post │ ├── pull_models.py │ ├── read_nv21.py │ ├── sample_face_comparison.py │ ├── sample_face_detection.py │ ├── sample_face_recognition.py │ ├── sample_face_track_from_video.py │ ├── sample_feature_hub.py │ ├── sample_feature_hub_crud.py │ ├── sample_system_resource_statistics.py │ ├── sample_video.py │ ├── setup.py │ ├── test.py │ ├── test.sh │ ├── test │ │ ├── __init__.py │ │ ├── integration │ │ │ └── __init__.py │ │ ├── performance │ │ │ ├── __init__.py │ │ │ └── test_lfw_precision.py │ │ ├── test_settings.py │ │ ├── test_utilis.py │ │ └── unit │ │ │ ├── __init__.py │ │ │ ├── test_base_module.py │ │ │ ├── test_recognition_module.py │ │ │ └── test_tracker_module.py │ └── version.txt.in │ ├── test_res │ ├── data │ │ ├── RD │ │ │ ├── d1.jpeg │ │ │ ├── d2.jpeg │ │ │ ├── d3.jpeg │ │ │ ├── d4.jpeg │ │ │ └── d5.jpeg │ │ ├── attribute │ │ │ ├── 1423.jpg │ │ │ ├── 1561.jpg │ │ │ ├── 1996.jpg │ │ │ ├── 2963.jpg │ │ │ └── 7242.jpg │ │ ├── bulk │ │ │ ├── Nathalie_Baye_0002.jpg │ │ │ ├── Nathalie_Baye_0002_w250_h250_c3.nv21 │ │ │ ├── Rob_Lowe_0001.jpg │ │ │ ├── Rob_Lowe_0002.jpg │ │ │ ├── blur.jpg │ │ │ ├── face_sample.png │ │ │ ├── image_T1.jpeg │ │ │ ├── jntm.jpg │ │ │ ├── jntm.png │ │ │ ├── kun.jpg │ │ │ ├── kun_cartoon_crop.jpg │ │ │ ├── kun_cartoon_crop_r90.jpg │ │ │ ├── kun_crop.jpg │ │ │ ├── mask.png │ │ │ ├── mask2.jpg │ │ │ ├── pedestrian.png │ │ │ ├── r0.jpg │ │ │ ├── r0_w330_h409_c3.nv21 │ │ │ ├── r180.jpg │ │ │ ├── r180_w330_h409_c3.nv21 │ │ │ ├── r270.jpg │ │ │ ├── r270_w409_h330_c3.nv21 │ │ │ ├── r90.jpg │ │ │ ├── r90_w409_h330_c3.nv21 │ │ │ ├── rgb_fake.jpg │ │ │ ├── view.jpg │ │ │ ├── woman.png │ │ │ ├── woman_search.jpeg │ │ │ └── yifei.jpg │ │ ├── crop │ │ │ ├── crop.png │ │ │ ├── crop_mask.png │ │ │ └── no_face.png │ │ ├── emotion │ │ │ ├── anger.png │ │ │ ├── happy.png │ │ │ └── sad.png │ │ ├── pose │ │ │ ├── left_face.jpeg │ │ │ ├── left_wryneck.png │ │ │ ├── lower_face.jpeg │ │ │ ├── right_face.png │ │ │ ├── right_wryneck.png │ │ │ └── rise_face.jpeg │ │ ├── reaction │ │ │ ├── close_eyes.jpeg │ │ │ ├── close_open_eyes.jpeg │ │ │ └── open_eyes.png │ │ ├── rotate │ │ │ ├── rot_0.jpg │ │ │ ├── rot_180.jpg │ │ │ ├── rot_270.jpg │ │ │ └── rot_90.jpg │ │ └── search │ │ │ ├── Mary_Katherine_Smart_0001_5k.jpg │ │ │ └── Teresa_Williams_0001_1k.jpg │ ├── save │ │ └── .gitkeep │ └── valid_lfw_funneled.txt │ ├── toolchain │ ├── FindTensorRT.cmake │ └── ios.toolchain.cmake │ └── tools │ ├── generate_error_tabel_to_python.py │ ├── generate_release_models_info.py │ ├── get_model_md5.py │ ├── inspire_archive │ └── archive_packing.py │ ├── output_error_table.py │ ├── release_modelscope.py │ └── transform_similarity_testing.py ├── detection ├── README.md ├── _datasets_ │ └── README.md ├── blazeface_paddle │ ├── README.md │ ├── README_cn.md │ ├── README_en.md │ └── test_blazeface.py ├── retinaface │ ├── Makefile │ ├── README.md │ ├── rcnn │ │ ├── PY_OP │ │ │ ├── __init__.py │ │ │ ├── cascade_refine.py │ │ │ └── rpn_fpn_ohem3.py │ │ ├── __init__.py │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── callback.py │ │ │ ├── loader.py │ │ │ ├── metric.py │ │ │ ├── module.py │ │ │ ├── module_bak.py │ │ │ └── tester.py │ │ ├── cython │ │ │ ├── .gitignore │ │ │ ├── __init__.py │ │ │ ├── anchors.pyx │ │ │ ├── bbox.pyx │ │ │ ├── cpu_nms.pyx │ │ │ ├── gpu_nms.hpp │ │ │ ├── gpu_nms.pyx │ │ │ ├── nms_kernel.cu │ │ │ └── setup.py │ │ ├── dataset │ │ │ ├── __init__.py │ │ │ ├── ds_utils.py │ │ │ ├── imdb.py │ │ │ └── retinaface.py │ │ ├── io │ │ │ ├── __init__.py │ │ │ ├── image.py │ │ │ ├── rcnn.py │ │ │ └── rpn.py │ │ ├── logger.py │ │ ├── processing │ │ │ ├── __init__.py │ │ │ ├── assign_levels.py │ │ │ ├── bbox_regression.py │ │ │ ├── bbox_transform.py │ │ │ ├── generate_anchor.py │ │ │ └── nms.py │ │ ├── pycocotools │ │ │ ├── UPSTREAM_REV │ │ │ ├── __init__.py │ │ │ ├── _mask.c │ │ │ ├── _mask.pyx │ │ │ ├── coco.py │ │ │ ├── cocoeval.py │ │ │ ├── mask.py │ │ │ ├── maskApi.c │ │ │ ├── maskApi.h │ │ │ └── setup.py │ │ ├── sample_config.py │ │ ├── symbol │ │ │ ├── __init__.py │ │ │ ├── pyramidbox.py │ │ │ ├── symbol_common.py │ │ │ ├── symbol_common.py.bak │ │ │ ├── symbol_mnet.py │ │ │ ├── symbol_mnet.py.bak │ │ │ ├── symbol_resnet.py │ │ │ └── symbol_ssh.py │ │ ├── tools │ │ │ ├── __init__.py │ │ │ ├── reeval.py │ │ │ ├── test_rcnn.py │ │ │ ├── test_rpn.py │ │ │ ├── train_rcnn.py │ │ │ └── train_rpn.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── combine_model.py │ │ │ ├── load_data.py │ │ │ ├── load_model.py │ │ │ └── save_model.py │ ├── retinaface.py │ ├── test.py │ ├── test_widerface.py │ └── train.py ├── retinaface_anticov │ ├── README.md │ ├── rcnn │ │ └── processing │ │ │ ├── __init__.py │ │ │ ├── assign_levels.py │ │ │ ├── bbox_regression.py │ │ │ ├── bbox_transform.py │ │ │ ├── bbox_transform.py.orig │ │ │ ├── generate_anchor.py │ │ │ └── nms.py │ ├── retinaface_cov.py │ └── test.py └── scrfd │ ├── LICENSE │ ├── README.md │ ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis_v0.5_instance.py │ │ │ ├── lvis_v1_instance.py │ │ │ ├── retinaface.py │ │ │ ├── voc0712.py │ │ │ └── wider_face.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── cascade_mask_rcnn_r50_fpn.py │ │ │ ├── cascade_rcnn_r50_fpn.py │ │ │ ├── fast_rcnn_r50_fpn.py │ │ │ ├── faster_rcnn_r50_caffe_c4.py │ │ │ ├── faster_rcnn_r50_caffe_dc5.py │ │ │ ├── faster_rcnn_r50_fpn.py │ │ │ ├── mask_rcnn_r50_caffe_c4.py │ │ │ ├── mask_rcnn_r50_fpn.py │ │ │ ├── retinanet_r50_fpn.py │ │ │ ├── rpn_r50_caffe_c4.py │ │ │ ├── rpn_r50_fpn.py │ │ │ └── ssd300.py │ │ └── schedules │ │ │ ├── schedule_1x.py │ │ │ ├── schedule_20e.py │ │ │ ├── schedule_2x.py │ │ │ └── schedule_retinaface_sgd.py │ ├── scrfd │ │ ├── base_1.3g.py │ │ ├── base_10g.py │ │ ├── base_1g.py │ │ ├── base_2.5g.py │ │ ├── base_34g.py │ │ ├── base_500m.py │ │ ├── scrfd_1.3g.py │ │ ├── scrfd_10g.py │ │ ├── scrfd_10g_bnkps.py │ │ ├── scrfd_1g.py │ │ ├── scrfd_1gbn.py │ │ ├── scrfd_2.5g.py │ │ ├── scrfd_2.5g_bnkps.py │ │ ├── scrfd_34g.py │ │ ├── scrfd_500m.py │ │ └── scrfd_500m_bnkps.py │ ├── scrfd_crowdhuman │ │ └── scrfd_crowdhuman_2.5g_bnkps.py │ └── scrfdgen2.5g │ │ └── scrfdgen2.5g_0.py │ ├── demo │ ├── image_demo.py │ └── webcam_demo.py │ ├── mmdet │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── test.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── anchor │ │ │ ├── __init__.py │ │ │ ├── anchor_generator.py │ │ │ ├── builder.py │ │ │ ├── point_generator.py │ │ │ └── utils.py │ │ ├── bbox │ │ │ ├── __init__.py │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ ├── assign_result.py │ │ │ │ ├── atss_assigner.py │ │ │ │ ├── base_assigner.py │ │ │ │ ├── center_region_assigner.py │ │ │ │ ├── grid_assigner.py │ │ │ │ ├── hungarian_assigner.py │ │ │ │ ├── max_iou_assigner.py │ │ │ │ └── point_assigner.py │ │ │ ├── builder.py │ │ │ ├── coder │ │ │ │ ├── __init__.py │ │ │ │ ├── base_bbox_coder.py │ │ │ │ ├── bucketing_bbox_coder.py │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ ├── tblr_bbox_coder.py │ │ │ │ └── yolo_bbox_coder.py │ │ │ ├── demodata.py │ │ │ ├── iou_calculators │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── iou2d_calculator.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_sampler.py │ │ │ │ ├── combined_sampler.py │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ ├── sampling_result.py │ │ │ │ └── score_hlr_sampler.py │ │ │ └── transforms.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ ├── mean_ap.py │ │ │ ├── recall.py │ │ │ └── widerface.py │ │ ├── export │ │ │ ├── __init__.py │ │ │ └── pytorch2onnx.py │ │ ├── fp16 │ │ │ ├── __init__.py │ │ │ └── deprecated_fp16_utils.py │ │ ├── mask │ │ │ ├── __init__.py │ │ │ ├── mask_target.py │ │ │ ├── structures.py │ │ │ └── utils.py │ │ ├── post_processing │ │ │ ├── __init__.py │ │ │ ├── bbox_nms.py │ │ │ └── merge_augs.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── dist_utils.py │ │ │ └── misc.py │ ├── datasets │ │ ├── __init__.py │ │ ├── builder.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── custom.py │ │ ├── dataset_wrappers.py │ │ ├── deepfashion.py │ │ ├── lvis.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── auto_augment.py │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── instaboost.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── retinaface.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── distributed_sampler.py │ │ │ └── group_sampler.py │ │ ├── utils.py │ │ ├── voc.py │ │ ├── wider_face.py │ │ └── xml_style.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── darknet.py │ │ │ ├── detectors_resnet.py │ │ │ ├── detectors_resnext.py │ │ │ ├── hourglass.py │ │ │ ├── hrnet.py │ │ │ ├── mobilenet.py │ │ │ ├── regnet.py │ │ │ ├── res2net.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── ssd_vgg.py │ │ │ └── trident_resnet.py │ │ ├── builder.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── base_dense_head.py │ │ │ ├── centripetal_head.py │ │ │ ├── corner_head.py │ │ │ ├── dense_test_mixins.py │ │ │ ├── fcos_head.py │ │ │ ├── fovea_head.py │ │ │ ├── free_anchor_retina_head.py │ │ │ ├── fsaf_head.py │ │ │ ├── ga_retina_head.py │ │ │ ├── ga_rpn_head.py │ │ │ ├── gfl_head.py │ │ │ ├── guided_anchor_head.py │ │ │ ├── nasfcos_head.py │ │ │ ├── paa_head.py │ │ │ ├── pisa_retinanet_head.py │ │ │ ├── pisa_ssd_head.py │ │ │ ├── reppoints_head.py │ │ │ ├── retina_head.py │ │ │ ├── retina_sepbn_head.py │ │ │ ├── rpn_head.py │ │ │ ├── rpn_test_mixin.py │ │ │ ├── sabl_retina_head.py │ │ │ ├── scrfd_head.py │ │ │ ├── ssd_head.py │ │ │ ├── transformer_head.py │ │ │ ├── vfnet_head.py │ │ │ ├── yolact_head.py │ │ │ └── yolo_head.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── atss.py │ │ │ ├── base.py │ │ │ ├── cascade_rcnn.py │ │ │ ├── cornernet.py │ │ │ ├── detr.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── fcos.py │ │ │ ├── fovea.py │ │ │ ├── fsaf.py │ │ │ ├── gfl.py │ │ │ ├── grid_rcnn.py │ │ │ ├── htc.py │ │ │ ├── mask_rcnn.py │ │ │ ├── mask_scoring_rcnn.py │ │ │ ├── nasfcos.py │ │ │ ├── paa.py │ │ │ ├── point_rend.py │ │ │ ├── reppoints_detector.py │ │ │ ├── retinanet.py │ │ │ ├── rpn.py │ │ │ ├── scrfd.py │ │ │ ├── single_stage.py │ │ │ ├── trident_faster_rcnn.py │ │ │ ├── two_stage.py │ │ │ ├── vfnet.py │ │ │ ├── yolact.py │ │ │ └── yolo.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ ├── utils.py │ │ │ └── varifocal_loss.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── channel_mapper.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── hrfpn.py │ │ │ ├── lfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ ├── rfp.py │ │ │ └── yolo_neck.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── base_roi_head.py │ │ │ ├── bbox_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_head.py │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ ├── double_bbox_head.py │ │ │ │ └── sabl_head.py │ │ │ ├── cascade_roi_head.py │ │ │ ├── double_roi_head.py │ │ │ ├── dynamic_roi_head.py │ │ │ ├── grid_roi_head.py │ │ │ ├── htc_roi_head.py │ │ │ ├── mask_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── coarse_mask_head.py │ │ │ │ ├── fcn_mask_head.py │ │ │ │ ├── fused_semantic_head.py │ │ │ │ ├── grid_head.py │ │ │ │ ├── htc_mask_head.py │ │ │ │ ├── mask_point_head.py │ │ │ │ └── maskiou_head.py │ │ │ ├── mask_scoring_roi_head.py │ │ │ ├── pisa_roi_head.py │ │ │ ├── point_rend_roi_head.py │ │ │ ├── roi_extractors │ │ │ │ ├── __init__.py │ │ │ │ ├── base_roi_extractor.py │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ └── single_level_roi_extractor.py │ │ │ ├── shared_heads │ │ │ │ ├── __init__.py │ │ │ │ └── res_layer.py │ │ │ ├── standard_roi_head.py │ │ │ ├── test_mixins.py │ │ │ └── trident_roi_head.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── gaussian_target.py │ │ │ ├── positional_encoding.py │ │ │ ├── res_layer.py │ │ │ └── transformer.py │ ├── ops │ │ └── __init__.py │ ├── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ ├── contextmanagers.py │ │ ├── logger.py │ │ ├── profiling.py │ │ └── util_mixins.py │ └── version.py │ ├── pytest.ini │ ├── requirements.txt │ ├── requirements │ ├── build.txt │ ├── docs.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt │ ├── search_tools │ ├── generate_configs_2.5g.py │ ├── search_stat.py │ ├── search_test.sh │ ├── search_train.py │ └── search_train.sh │ ├── setup.cfg │ ├── setup.py │ └── tools │ ├── benchmark.py │ ├── browse_dataset.py │ ├── convert_crowdhuman.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── get_flops.py │ ├── print_config.py │ ├── publish_model.py │ ├── scrfd.py │ ├── scrfd2onnx.py │ ├── test.py │ ├── test_example.sh │ ├── test_widerface.py │ └── train.py ├── examples ├── README.md ├── demo_analysis.py ├── edge_inference │ └── README.md ├── face_detection │ └── README.md ├── face_recognition │ ├── README.md │ └── insightface_app.py ├── in_swapper │ ├── README.md │ └── inswapper_main.py ├── mask_renderer.py ├── mxnet_to_onnx.py └── person_detection │ ├── README.md │ └── scrfd_person.py ├── generation └── README.md ├── model_zoo └── README.md ├── parsing └── dml_csr │ ├── README.md │ ├── dataset │ └── datasets.py │ ├── loss │ ├── consistency_loss.py │ ├── criterion.py │ ├── kl_loss.py │ └── lovasz_softmax.py │ ├── networks │ ├── dml_csr.py │ └── modules │ │ ├── ddgcn.py │ │ ├── edges.py │ │ ├── parsing.py │ │ └── util.py │ ├── test.py │ ├── train.py │ └── utils │ ├── encoding.py │ ├── logging.py │ ├── miou.py │ ├── schp.py │ ├── transforms.py │ ├── utils.py │ └── warmup_scheduler.py ├── python-package ├── README.md ├── insightface │ ├── __init__.py │ ├── app │ │ ├── __init__.py │ │ ├── common.py │ │ ├── face_analysis.py │ │ └── mask_renderer.py │ ├── commands │ │ ├── __init__.py │ │ ├── insightface_cli.py │ │ ├── model_download.py │ │ └── rec_add_mask_param.py │ ├── data │ │ ├── __init__.py │ │ ├── image.py │ │ ├── images │ │ │ ├── Tom_Hanks_54745.png │ │ │ ├── mask_black.jpg │ │ │ ├── mask_blue.jpg │ │ │ ├── mask_green.jpg │ │ │ ├── mask_white.jpg │ │ │ └── t1.jpg │ │ ├── objects │ │ │ └── meanshape_68.pkl │ │ ├── pickle_object.py │ │ └── rec_builder.py │ ├── model_zoo │ │ ├── __init__.py │ │ ├── arcface_onnx.py │ │ ├── attribute.py │ │ ├── inswapper.py │ │ ├── landmark.py │ │ ├── model_store.py │ │ ├── model_zoo.py │ │ ├── retinaface.py │ │ └── scrfd.py │ ├── thirdparty │ │ ├── __init__.py │ │ └── face3d │ │ │ ├── __init__.py │ │ │ ├── mesh │ │ │ ├── __init__.cpp │ │ │ ├── __init__.py │ │ │ ├── cython │ │ │ │ ├── mesh_core.cpp │ │ │ │ ├── mesh_core.h │ │ │ │ ├── mesh_core_cython.c │ │ │ │ ├── mesh_core_cython.cpp │ │ │ │ ├── mesh_core_cython.pyx │ │ │ │ └── setup.py │ │ │ ├── io.cpp │ │ │ ├── io.py │ │ │ ├── light.py │ │ │ ├── render.py │ │ │ ├── transform.py │ │ │ └── vis.py │ │ │ ├── mesh_numpy │ │ │ ├── __init__.py │ │ │ ├── io.py │ │ │ ├── light.py │ │ │ ├── render.py │ │ │ ├── transform.py │ │ │ └── vis.py │ │ │ └── morphable_model │ │ │ ├── __init__.py │ │ │ ├── fit.py │ │ │ ├── load.py │ │ │ └── morphabel_model.py │ └── utils │ │ ├── __init__.py │ │ ├── constant.py │ │ ├── download.py │ │ ├── face_align.py │ │ ├── filesystem.py │ │ ├── storage.py │ │ └── transform.py ├── pyproject.toml └── setup.py ├── recognition ├── README.md ├── _datasets_ │ └── README.md ├── _evaluation_ │ ├── ijb │ │ ├── README.md │ │ ├── example.sh │ │ ├── ijb_11.py │ │ ├── ijb_1n.py │ │ ├── ijb_evals.py │ │ └── ijb_onnx.py │ └── megaface │ │ ├── README.md │ │ ├── gen_megaface.py │ │ ├── remove_noises.py │ │ └── run.sh ├── _tools_ │ ├── README.md │ ├── cpp_align │ │ └── face_align.h │ └── mask_renderer.py ├── arcface_mxnet │ ├── README.md │ ├── common │ │ ├── build_eval_pack.py │ │ ├── face_align.py │ │ ├── flops_counter.py │ │ ├── rec2image.py │ │ ├── rec2shufrec.py │ │ ├── rec_builder.py │ │ └── verification.py │ ├── image_iter.py │ ├── metric.py │ ├── parall_module_local_v1.py │ ├── sample_config.py │ ├── symbol │ │ ├── fdensenet.py │ │ ├── fmnasnet.py │ │ ├── fmobilefacenet.py │ │ ├── fmobilenet.py │ │ ├── fresnet.py │ │ ├── memonger.py │ │ ├── memonger_v2.py │ │ ├── symbol_utils.py │ │ └── vargfacenet.py │ ├── train.py │ ├── train_parall.py │ ├── triplet_image_iter.py │ └── verification.py ├── arcface_oneflow │ ├── README.md │ ├── README_CH.md │ ├── backbones │ │ ├── __init__.py │ │ └── ir_resnet.py │ ├── configs │ │ ├── __init__.py │ │ ├── base.py │ │ ├── glint360k_mbf.py │ │ ├── glint360k_r100.py │ │ ├── glint360k_r18.py │ │ ├── glint360k_r34.py │ │ ├── glint360k_r50.py │ │ ├── ms1mv3_mbf.py │ │ ├── ms1mv3_r18.py │ │ ├── ms1mv3_r34.py │ │ ├── ms1mv3_r50.py │ │ └── speed.py │ ├── convert.sh │ ├── eval │ │ ├── __init__.py │ │ ├── onnx_helper.py │ │ ├── onnx_ijbc.py │ │ └── verification.py │ ├── function.py │ ├── graph.py │ ├── oneflow2onnx.py │ ├── requirements.txt │ ├── tools │ │ ├── mx_recordio_2_ofrecord.py │ │ └── mx_recordio_2_ofrecord_shuffled_npart.py │ ├── train.py │ ├── train_ddp.sh │ ├── train_graph_distributed.sh │ ├── utils │ │ ├── __init__.py │ │ ├── losses.py │ │ ├── ofrecord_data_utils.py │ │ ├── utils_callbacks.py │ │ ├── utils_config.py │ │ └── utils_logging.py │ ├── val.py │ └── val.sh ├── arcface_paddle │ ├── README.md │ ├── README_cn.md │ ├── README_en.md │ ├── configs │ │ ├── __init__.py │ │ ├── argparser.py │ │ ├── config.py │ │ ├── ms1mv2_mobileface.py │ │ ├── ms1mv3_r100.py │ │ └── ms1mv3_r50.py │ ├── datasets │ │ ├── __init__.py │ │ ├── common_dataset.py │ │ └── kv_helper.py │ ├── deploy │ │ └── pdserving │ │ │ ├── README.md │ │ │ ├── README_CN.md │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── imgs │ │ │ ├── demo.jpg │ │ │ ├── results.png │ │ │ └── start_server.png │ │ │ ├── pipeline_http_client.py │ │ │ ├── pipeline_rpc_client.py │ │ │ └── web_service.py │ ├── dynamic │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── iresnet.py │ │ │ └── mobilefacenet.py │ │ ├── classifiers │ │ │ ├── __init__.py │ │ │ └── lsc.py │ │ ├── export.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── amp.py │ │ │ ├── data_parallel.py │ │ │ ├── io.py │ │ │ └── verification.py │ │ └── validation.py │ ├── install_cn.md │ ├── install_en.md │ ├── requirement.txt │ ├── scripts │ │ ├── export_dynamic.sh │ │ ├── export_static.sh │ │ ├── inference.sh │ │ ├── kill_train_process.sh │ │ ├── perf_dynamic.sh │ │ ├── perf_runner.sh │ │ ├── perf_static.sh │ │ ├── train_dynamic.sh │ │ ├── train_static.sh │ │ ├── validation_dynamic.sh │ │ └── validation_static.sh │ ├── static │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ └── iresnet.py │ │ ├── classifiers │ │ │ ├── __init__.py │ │ │ └── lsc.py │ │ ├── export.py │ │ ├── static_model.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── io.py │ │ │ ├── optimization_pass.py │ │ │ └── verification.py │ │ └── validation.py │ ├── test_tipc │ │ ├── common_func.sh │ │ ├── configs │ │ │ └── ms1mv2_mobileface │ │ │ │ ├── model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt │ │ │ │ └── train_infer_python.txt │ │ ├── data │ │ │ ├── small_dataset.tar │ │ │ └── small_lfw.bin │ │ ├── docs │ │ │ ├── guide.png │ │ │ ├── install.md │ │ │ ├── test.png │ │ │ ├── test_serving.md │ │ │ └── test_train_inference_python.md │ │ ├── prepare.sh │ │ ├── readme.md │ │ ├── test_serving.sh │ │ └── test_train_inference_python.sh │ ├── tools │ │ ├── __init__.py │ │ ├── benchmark_speed.py │ │ ├── convert_image_bin.py │ │ ├── export.py │ │ ├── extract_perf_logs.py │ │ ├── inference.py │ │ ├── mx_recordio_2_images.py │ │ ├── test_recognition.py │ │ ├── train.py │ │ └── validation.py │ └── utils │ │ ├── __init__.py │ │ ├── logging.py │ │ ├── losses.py │ │ ├── rearrange_weight.py │ │ └── verification.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 │ │ ├── ms1mv3_r50_onegpu.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_pfc02_vit_h.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_custom_dataset.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_v2.py │ ├── requirement.txt │ ├── run.sh │ ├── scripts │ │ └── shuffle_rec.py │ ├── torch2onnx.py │ ├── train_v2.py │ └── utils │ │ ├── __init__.py │ │ ├── plot.py │ │ ├── utils_callbacks.py │ │ ├── utils_config.py │ │ ├── utils_distributed_sampler.py │ │ └── utils_logging.py ├── idmmd │ ├── README.md │ ├── dataset_mix.py │ ├── eval.sh │ ├── evaluate │ │ ├── __init__.py │ │ ├── eval_buaa_112.py │ │ ├── eval_casia_112.py │ │ ├── eval_lamp_112.py │ │ ├── eval_ops.py │ │ └── eval_oulu_112.py │ ├── losses.py │ ├── models │ │ ├── finetune │ │ │ └── readme.txt │ │ └── pretrain │ │ │ └── readme.txt │ ├── network │ │ ├── __init__.py │ │ └── lightcnn112.py │ ├── pics │ │ └── readme.txt │ ├── run.sh │ ├── train.py │ └── utils.py ├── partial_fc │ ├── README.md │ ├── docs │ │ ├── installtion.md │ │ └── installtion_ch.md │ ├── mxnet │ │ ├── README.md │ │ ├── README_CN.md │ │ ├── callbacks.py │ │ ├── config.sh │ │ ├── default.py │ │ ├── evaluation │ │ │ ├── align_ijb.py │ │ │ ├── example.sh │ │ │ ├── ijb.py │ │ │ ├── lfw.py │ │ │ └── verification.py │ │ ├── hosts │ │ │ ├── host_16 │ │ │ └── host_8 │ │ ├── image_iter.py │ │ ├── memory_bank.py │ │ ├── memory_module.py │ │ ├── memory_samplers.py │ │ ├── memory_scheduler.py │ │ ├── memory_softmax.py │ │ ├── optimizer.py │ │ ├── run.sh │ │ ├── setup-utils │ │ │ ├── README.md │ │ │ ├── install-horovod.sh │ │ │ ├── install-mpi.sh │ │ │ └── requirements.txt │ │ ├── symbol │ │ │ ├── __init__.py │ │ │ ├── memonger.py │ │ │ ├── resnet.py │ │ │ └── symbol_utils.py │ │ └── train_memory.py │ ├── pytorch │ │ └── README.md │ └── unpack_glint360k.py ├── subcenter_arcface │ ├── README.md │ ├── common │ │ ├── build_eval_pack.py │ │ ├── face_align.py │ │ ├── flops_counter.py │ │ ├── rec2image.py │ │ ├── rec2shufrec.py │ │ ├── rec_builder.py │ │ └── verification.py │ ├── drop.py │ ├── image_iter.py │ ├── parall_module_local_v1.py │ ├── sample_config.py │ ├── symbol │ │ ├── fdensenet.py │ │ ├── fmnasnet.py │ │ ├── fmobilefacenet.py │ │ ├── fmobilenet.py │ │ ├── fresnet.py │ │ ├── memonger.py │ │ ├── memonger_v2.py │ │ ├── symbol_utils.py │ │ └── vargfacenet.py │ └── train_parall.py └── vpl │ ├── README.md │ ├── backbones │ ├── __init__.py │ ├── iresnet.py │ └── iresnet1024.py │ ├── configs │ ├── __init__.py │ ├── base.py │ └── example_ms1mv3.py │ ├── dataset.py │ ├── eval │ ├── __init__.py │ └── verification.py │ ├── eval_ijbc.py │ ├── inference.py │ ├── losses.py │ ├── onnx_helper.py │ ├── onnx_ijbc.py │ ├── run.sh │ ├── torch2onnx.py │ ├── train.py │ ├── utils │ ├── __init__.py │ ├── plot.py │ ├── utils_amp.py │ ├── utils_callbacks.py │ ├── utils_config.py │ ├── utils_dist.py │ ├── utils_logging.py │ └── utils_os.py │ └── vpl.py ├── reconstruction ├── PBIDR │ ├── INSTALL.md │ ├── README.md │ ├── code │ │ ├── confs │ │ │ └── test.conf │ │ ├── datasets │ │ │ └── dataset.py │ │ ├── evaluation │ │ │ └── eval.py │ │ ├── model │ │ │ ├── embedder.py │ │ │ ├── loss.py │ │ │ ├── ray_tracing.py │ │ │ ├── renderer.py │ │ │ └── sample_network.py │ │ ├── preprocess │ │ │ ├── get_aux_dataset.py │ │ │ └── preprocess_cameras.py │ │ ├── script │ │ │ ├── data_process.sh │ │ │ ├── fast_eval.sh │ │ │ └── fast_train.sh │ │ ├── training │ │ │ ├── runner.py │ │ │ └── train.py │ │ └── utils │ │ │ ├── general.py │ │ │ ├── plots.py │ │ │ └── rend_util.py │ ├── figures │ │ └── overview.jpg │ └── requirements.txt ├── gaze │ ├── README.md │ ├── datasets │ │ ├── __init__.py │ │ ├── augs.py │ │ └── dataset_gaze.py │ ├── models.py │ ├── test_gaze.py │ └── trainer_gaze.py ├── jmlr │ ├── README.md │ ├── augs.py │ ├── backbones │ │ ├── __init__.py │ │ ├── iresnet.py │ │ ├── network.py │ │ └── resnet.py │ ├── configs │ │ ├── base.py │ │ ├── s1.py │ │ └── s2.py │ ├── dataset.py │ ├── eye_dataset.py │ ├── flops.py │ ├── gen_dataset_meta.py │ ├── inference_simple.py │ ├── losses.py │ ├── lr_scheduler.py │ ├── rec_builder.py │ ├── train.py │ ├── utils │ │ ├── __init__.py │ │ ├── plot.py │ │ ├── utils_amp.py │ │ ├── utils_callbacks.py │ │ ├── utils_config.py │ │ ├── utils_logging.py │ │ └── utils_os.py │ └── validate_dist.py └── ostec │ ├── .gitignore │ ├── .gitmodules │ ├── README.md │ ├── core │ ├── arcface_handler.py │ ├── config.py │ ├── generator_model.py │ ├── landmark_handler.py │ ├── operator.py │ ├── perceptual_model.py │ └── projection_handler.py │ ├── environment.yml │ ├── external │ ├── arcface50.py │ ├── face_detector │ │ ├── detect_face.py │ │ └── mtcnn │ │ │ ├── cas1.npy │ │ │ ├── cas2.npy │ │ │ └── cas3.npy │ ├── graphonomy │ │ └── FaceHairMask │ │ │ ├── MaskExtractor.py │ │ │ ├── ParsingModel.py │ │ │ ├── ParsingResnet.py │ │ │ ├── deeplab_xception.py │ │ │ ├── deeplab_xception_transfer.py │ │ │ ├── gcn.py │ │ │ ├── graph.py │ │ │ ├── graphonomy_inference.py │ │ │ └── graphonomy_process.py │ ├── landmark_detector │ │ ├── Alignment84_demo-minimal.ipynb │ │ ├── README.md │ │ ├── data_provider.py │ │ ├── flags.py │ │ ├── models.py │ │ ├── networks.py │ │ └── utils.py │ └── stylegan2 │ │ ├── Dockerfile │ │ ├── LICENSE.txt │ │ ├── README.md │ │ ├── dataset_tool.py │ │ ├── dnnlib │ │ ├── __init__.py │ │ ├── submission │ │ │ ├── __init__.py │ │ │ ├── internal │ │ │ │ ├── __init__.py │ │ │ │ └── local.py │ │ │ ├── run_context.py │ │ │ └── submit.py │ │ ├── tflib │ │ │ ├── __init__.py │ │ │ ├── autosummary.py │ │ │ ├── custom_ops.py │ │ │ ├── network.py │ │ │ ├── ops │ │ │ │ ├── __init__.py │ │ │ │ ├── fused_bias_act.cu │ │ │ │ ├── fused_bias_act.py │ │ │ │ ├── upfirdn_2d.cu │ │ │ │ └── upfirdn_2d.py │ │ │ ├── optimizer.py │ │ │ └── tfutil.py │ │ └── util.py │ │ ├── docs │ │ ├── license.html │ │ ├── stylegan2-teaser-1024x256.png │ │ ├── stylegan2-training-curves.png │ │ ├── stylegan2encoder-teaser-1024x256.png │ │ └── versions.html │ │ ├── metrics │ │ ├── __init__.py │ │ ├── frechet_inception_distance.py │ │ ├── inception_score.py │ │ ├── linear_separability.py │ │ ├── metric_base.py │ │ ├── metric_defaults.py │ │ ├── perceptual_path_length.py │ │ └── precision_recall.py │ │ ├── pretrained_networks.py │ │ ├── projector.py │ │ ├── run_generator.py │ │ ├── run_metrics.py │ │ ├── run_projector.py │ │ ├── run_training.py │ │ ├── test_nvcc.cu │ │ └── training │ │ ├── __init__.py │ │ ├── dataset.py │ │ ├── loss.py │ │ ├── misc.py │ │ ├── networks_stylegan.py │ │ ├── networks_stylegan2.py │ │ └── training_loop.py │ ├── run_ostec.py │ └── utils │ ├── align2stylegan.py │ ├── ganfit_camera.py │ ├── generate_heatmap.py │ ├── image_rasterization.py │ ├── shading.py │ └── utils.py ├── requirements.txt ├── tools └── onnx2caffe │ ├── LICENSE │ ├── MyCaffe.py │ ├── README.md │ ├── convertCaffe.py │ └── onnx2caffe │ ├── __init__.py │ 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