├── LICENSE ├── README.md ├── README_Chinese.md ├── lesson1-Environment ├── Notices.txt ├── QT Creator + Opencv4.x + Libtorch1.7配置.pdf ├── QT-Creator-Opencv-Libtorch-CUDA-English.md ├── README.md ├── pytorch部署torchscript篇.pdf └── windows-libtorch-configuration.md ├── lesson2-TensorOperations ├── README.md ├── TensorInit.cpp ├── TensorInit.h ├── TensorOps.pro ├── main.cpp ├── mainwindow.cpp ├── mainwindow.h └── mainwindow.ui ├── lesson3-BasicModels ├── BaseModule.cpp ├── BaseModule.h ├── CNN.cpp ├── CNN.h ├── LSTM.cpp ├── LSTM.h ├── MLP.cpp ├── MLP.h ├── README.md ├── main.cpp ├── mainwindow.cpp ├── mainwindow.h ├── mainwindow.ui └── torchOpencvTest.pro ├── lesson4-DatasetUtilization ├── README.md ├── dataSet.cpp ├── dataSet.h ├── main.cpp ├── mainwindow.cpp ├── mainwindow.h ├── mainwindow.ui └── torchDataset.pro ├── lesson5-TrainingVGG ├── Classification.cpp ├── Classification.h ├── QtVGG.pro ├── README.md ├── dataSet.cpp ├── dataSet.h ├── main.cpp ├── mainwindow.cpp ├── mainwindow.h ├── mainwindow.ui ├── vgg.cpp └── vgg.h ├── lesson6-Segmentation ├── ResNet.cpp ├── ResNet.h ├── SegDataset.cpp ├── SegDataset.h ├── Segmentor.cpp ├── Segmentor.h ├── UNet.cpp ├── UNet.h ├── UNetDecoder.cpp ├── UNetDecoder.h ├── json.hpp ├── main.cpp ├── readme.md ├── util.cpp └── util.h ├── lesson7-Detection ├── 2007_005331_pred.jpg ├── 2007_005331_pred_coco.jpg ├── README.md └── src │ ├── DetDataset.cpp │ ├── DetDataset.h │ ├── Detector.cpp │ ├── Detector.h │ ├── main.cpp │ ├── models │ ├── CSPdarknet53_tiny.cpp │ ├── CSPdarknet53_tiny.h │ ├── yolo4_tiny.cpp │ ├── yolo4_tiny.h │ ├── yolo_training.cpp │ └── yolo_training.h │ └── utils │ ├── Augmentations.cpp │ ├── Augmentations.h │ ├── _dirent.h │ ├── readfile.h │ ├── tinystr.cpp │ ├── tinystr.h │ ├── tinyxml.cpp │ ├── tinyxml.h │ ├── tinyxmlerror.cpp │ ├── tinyxmlparser.cpp │ ├── util.cpp │ └── util.h └── lesson8-Conclusion └── README.md /LICENSE: -------------------------------------------------------------------------------- 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