Conflicts: modules/dnn/include/opencv2/dnn.hpppull/265/head
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#ifndef __OPENCV_DNN_DNN_HPP__ |
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#define __OPENCV_DNN_DNN_HPP__ |
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#include <opencv2/core.hpp> |
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#include <map> |
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#include <vector> |
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#include <opencv2/dnn/dict.hpp> |
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namespace cv |
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{ |
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namespace dnn |
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{ |
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class Layer; |
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class NetConfiguration; |
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class Net; |
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class Blob; |
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class LayerParams; |
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//wrapper over cv::Mat and cv::UMat
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class CV_EXPORTS Blob |
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{ |
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public: |
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Blob(); |
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Blob(InputArray in); |
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void fill(InputArray in); |
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void fill(int ndims, const int *sizes, int type, void *data, bool deepCopy = true); |
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void create(int ndims, const int *sizes, int type = CV_32F); |
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bool empty() const; |
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Mat& getMatRef(); |
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const Mat& getMatRef() const; |
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Mat getMat(); |
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Mat getMat(int num, int channel); |
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int cols() const; |
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int rows() const; |
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Size size() const; |
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int channels() const; |
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int num() const; |
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Vec4i shape() const; |
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private: |
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Mat m; |
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}; |
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class CV_EXPORTS LayerParams : public Dict |
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{ |
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public: |
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std::vector<Blob> learnedBlobs; |
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}; |
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class CV_EXPORTS LayerRegister |
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{ |
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public: |
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typedef Layer* (*Constuctor)(); |
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static void registerLayer(const String &type, Constuctor constructor); |
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static void unregisterLayer(const String &type); |
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static Ptr<Layer> createLayerInstance(const String &type); |
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private: |
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LayerRegister(); |
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LayerRegister(const LayerRegister &lr); |
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static std::map<String, Constuctor> registeredLayers; |
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}; |
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//this class allows to build new Layers
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class CV_EXPORTS Layer |
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{ |
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public: |
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//TODO: this field must be declared as public if we want support possibility to change these params in runtime
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std::vector<Blob> learnedParams; |
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virtual ~Layer(); |
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//type of Layer
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virtual String type() const = 0; |
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//setUp calls once (think that it's constructor)
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virtual void setUp(LayerParams ¶ms) = 0; |
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//maybe useless function
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//shape of output blobs must be adjusted with respect to shape of input blobs
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virtual void adjustShape(const std::vector<Blob> &inputs, std::vector<Blob> &outputs) = 0; |
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virtual void forward(std::vector<Blob> &inputs, std::vector<Blob> &outputs) = 0; |
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virtual int getNumInputs(); |
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virtual int getNumOutputs(); |
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//each input/output can be labeled to easily identify their using "layer_name.output_name"
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virtual String getInputName(int inputNum); |
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virtual String getOutputName(int outputNum); |
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}; |
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//containers for String and int
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typedef DictValue LayerId; |
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typedef DictValue BlobId; |
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class CV_EXPORTS Net |
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{ |
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public: |
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Net(); |
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~Net(); |
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int addLayer(const String &name, const String &type, LayerParams ¶ms = LayerParams()); |
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void deleteLayer(LayerId layer); |
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//each output of each layer can be labeled by unique string label (as in Caffe)
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//if label not specified then %layer_name%.%layer_output_id% can be used
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void setOutputNames(LayerId layer, const std::vector<String> &outputNames); |
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void connect(BlobId input, BlobId output); |
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void connect(const std::vector<BlobId> &outputs, const std::vector<BlobId> &inputs); |
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void connect(const std::vector<BlobId> &outputs, LayerId layer); |
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int getOutputId(LayerId layer, int outputNum); |
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int getInputId(LayerId layer, int inputNum); |
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int getLayerId(LayerId layer); |
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void forward(); |
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void forward(LayerId toLayer); |
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void forward(LayerId startLayer, LayerId toLayer); |
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void forward(const std::vector<LayerId> &startLayers, const std::vector<LayerId> &toLayers); |
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//[Wished feature] Optimized smart forward(). Makes forward only for layers which wasn't changed after previous forward().
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void forwardOpt(LayerId toLayer); |
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void forwardOpt(const std::vector<LayerId> &toLayers); |
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void setBlob(BlobId outputName, const Blob &blob); |
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Blob getBlob(BlobId outputName); |
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void setParam(LayerId layer, int numParam, const Blob &blob); |
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void getParam(LayerId layer, int numParam); |
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private: |
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struct Impl; |
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Ptr<Impl> impl; |
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}; |
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class CV_EXPORTS Importer |
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{ |
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public: |
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virtual void populateNet(Net net) = 0; |
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virtual ~Importer(); |
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}; |
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CV_EXPORTS Ptr<Importer> createCaffeImporter(const String &prototxt, const String &caffeModel); |
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} |
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} |
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#include <opencv2/dnn/dnn.inl.hpp> |
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#endif /* __OPENCV_DNN_DNN_HPP__ */ |
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