/* // Copyright (C) 2022-2024 Intel Corporation // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. */ #pragma once #include #include #include #include #include "models/detection_model.h" class ModelYoloX: public DetectionModel { public: /// Constructor. /// @param modelFileName name of model to load /// @param confidenceThreshold - threshold to eliminate low-confidence detections. /// Any detected object with confidence lower than this threshold will be ignored. /// @param boxIOUThreshold - threshold to treat separate output regions as one object for filtering /// during postprocessing (only one of them should stay). The default value is 0.5 /// @param labels - array of labels for every class. If this array is empty or contains less elements /// than actual classes number, default "Label #N" will be shown for missing items. /// @param layout - model input layout ModelYoloX(const std::string& modelFileName, float confidenceThreshold, float boxIOUThreshold = 0.5, const std::vector& labels = std::vector(), const std::string& layout = ""); std::unique_ptr postprocess(InferenceResult& infResult) override; std::shared_ptr preprocess(const InputData& inputData, ov::InferRequest& request) override; protected: void prepareInputsOutputs(std::shared_ptr& model) override; void setStridesGrids(); float boxIOUThreshold; std::vector> grids; std::vector expandedStrides; static const size_t numberOfClasses = 80; };