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author | Richard Burton <richard.burton@arm.com> | 2022-04-19 17:01:08 +0100 |
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committer | Richard Burton <richard.burton@arm.com> | 2022-04-19 17:01:08 +0100 |
commit | c20be97af1c3e4d569d37587cd22d343193c7563 (patch) | |
tree | 77c6baa0e2024ab63cc89df3763a2a3dfa25047a /source/use_case/vww/include/VisualWakeWordProcessing.hpp | |
parent | ea8ce56630544600b112d24e6bf51307fcbb93ae (diff) | |
download | ml-embedded-evaluation-kit-c20be97af1c3e4d569d37587cd22d343193c7563.tar.gz |
MLECO-3078: Add VWW use case API
We now expect that img_class and vww use cases model inputs should have 4 dims as dictated by
use case logic
Signed-off-by: Richard Burton <richard.burton@arm.com>
Change-Id: I67a57a3a28a7ff2e09c917c40e9fc2c08384a45c
Diffstat (limited to 'source/use_case/vww/include/VisualWakeWordProcessing.hpp')
-rw-r--r-- | source/use_case/vww/include/VisualWakeWordProcessing.hpp | 86 |
1 files changed, 86 insertions, 0 deletions
diff --git a/source/use_case/vww/include/VisualWakeWordProcessing.hpp b/source/use_case/vww/include/VisualWakeWordProcessing.hpp new file mode 100644 index 0000000..b1d68ce --- /dev/null +++ b/source/use_case/vww/include/VisualWakeWordProcessing.hpp @@ -0,0 +1,86 @@ +/* + * Copyright (c) 2022 Arm Limited. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * 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. + */ +#ifndef VWW_PROCESSING_HPP +#define VWW_PROCESSING_HPP + +#include "BaseProcessing.hpp" +#include "Model.hpp" +#include "Classifier.hpp" + +namespace arm { +namespace app { + + /** + * @brief Pre-processing class for Visual Wake Word use case. + * Implements methods declared by BasePreProcess and anything else needed + * to populate input tensors ready for inference. + */ + class VisualWakeWordPreProcess : public BasePreProcess { + + public: + /** + * @brief Constructor + * @param[in] model Pointer to the the Image classification Model object. + **/ + explicit VisualWakeWordPreProcess(Model* model); + + /** + * @brief Should perform pre-processing of 'raw' input image data and load it into + * TFLite Micro input tensors ready for inference + * @param[in] input Pointer to the data that pre-processing will work on. + * @param[in] inputSize Size of the input data. + * @return true if successful, false otherwise. + **/ + bool DoPreProcess(const void* input, size_t inputSize) override; + }; + + /** + * @brief Post-processing class for Visual Wake Word use case. + * Implements methods declared by BasePostProcess and anything else needed + * to populate result vector. + */ + class VisualWakeWordPostProcess : public BasePostProcess { + + private: + Classifier& m_vwwClassifier; + const std::vector<std::string>& m_labels; + std::vector<ClassificationResult>& m_results; + + public: + /** + * @brief Constructor + * @param[in] classifier Classifier object used to get top N results from classification. + * @param[in] model Pointer to the VWW classification Model object. + * @param[in] labels Vector of string labels to identify each output of the model. + * @param[out] results Vector of classification results to store decoded outputs. + **/ + VisualWakeWordPostProcess(Classifier& classifier, Model* model, + const std::vector<std::string>& labels, + std::vector<ClassificationResult>& results); + + /** + * @brief Should perform post-processing of the result of inference then + * populate classification result data for any later use. + * @return true if successful, false otherwise. + **/ + bool DoPostProcess() override; + }; + +} /* namespace app */ +} /* namespace arm */ + +#endif /* VWW_PROCESSING_HPP */
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