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Richard Burtonc20be972022-04-19 17:01:08 +01001/*
Richard Burtonf32a86a2022-11-15 11:46:11 +00002 * SPDX-FileCopyrightText: Copyright 2022 Arm Limited and/or its affiliates <open-source-office@arm.com>
Richard Burtonc20be972022-04-19 17:01:08 +01003 * SPDX-License-Identifier: Apache-2.0
4 *
5 * Licensed under the Apache License, Version 2.0 (the "License");
6 * you may not use this file except in compliance with the License.
7 * You may obtain a copy of the License at
8 *
9 * http://www.apache.org/licenses/LICENSE-2.0
10 *
11 * Unless required by applicable law or agreed to in writing, software
12 * distributed under the License is distributed on an "AS IS" BASIS,
13 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 * See the License for the specific language governing permissions and
15 * limitations under the License.
16 */
17#ifndef VWW_PROCESSING_HPP
18#define VWW_PROCESSING_HPP
19
20#include "BaseProcessing.hpp"
21#include "Model.hpp"
22#include "Classifier.hpp"
23
24namespace arm {
25namespace app {
26
27 /**
28 * @brief Pre-processing class for Visual Wake Word use case.
29 * Implements methods declared by BasePreProcess and anything else needed
30 * to populate input tensors ready for inference.
31 */
32 class VisualWakeWordPreProcess : public BasePreProcess {
33
34 public:
35 /**
36 * @brief Constructor
Richard Burtonb40ecf82022-04-22 16:14:57 +010037 * @param[in] inputTensor Pointer to the TFLite Micro input Tensor.
Richard Burtonfcca8632022-05-05 17:23:43 +010038 * @param[in] rgb2Gray Convert image from 3 channel RGB to 1 channel grayscale.
Richard Burtonc20be972022-04-19 17:01:08 +010039 **/
Richard Burtonfcca8632022-05-05 17:23:43 +010040 explicit VisualWakeWordPreProcess(TfLiteTensor* inputTensor, bool rgb2Gray=true);
Richard Burtonc20be972022-04-19 17:01:08 +010041
42 /**
43 * @brief Should perform pre-processing of 'raw' input image data and load it into
44 * TFLite Micro input tensors ready for inference
45 * @param[in] input Pointer to the data that pre-processing will work on.
46 * @param[in] inputSize Size of the input data.
47 * @return true if successful, false otherwise.
48 **/
49 bool DoPreProcess(const void* input, size_t inputSize) override;
Richard Burtonb40ecf82022-04-22 16:14:57 +010050
51 private:
52 TfLiteTensor* m_inputTensor;
Richard Burtonfcca8632022-05-05 17:23:43 +010053 bool m_rgb2Gray;
Richard Burtonc20be972022-04-19 17:01:08 +010054 };
55
56 /**
57 * @brief Post-processing class for Visual Wake Word use case.
58 * Implements methods declared by BasePostProcess and anything else needed
59 * to populate result vector.
60 */
61 class VisualWakeWordPostProcess : public BasePostProcess {
62
63 private:
Richard Burtonb40ecf82022-04-22 16:14:57 +010064 TfLiteTensor* m_outputTensor;
Richard Burtonc20be972022-04-19 17:01:08 +010065 Classifier& m_vwwClassifier;
66 const std::vector<std::string>& m_labels;
67 std::vector<ClassificationResult>& m_results;
68
69 public:
70 /**
71 * @brief Constructor
Richard Burtonb40ecf82022-04-22 16:14:57 +010072 * @param[in] outputTensor Pointer to the TFLite Micro output Tensor.
73 * @param[in] classifier Classifier object used to get top N results from classification.
74 * @param[in] model Pointer to the VWW classification Model object.
75 * @param[in] labels Vector of string labels to identify each output of the model.
76 * @param[out] results Vector of classification results to store decoded outputs.
Richard Burtonc20be972022-04-19 17:01:08 +010077 **/
Richard Burtonb40ecf82022-04-22 16:14:57 +010078 VisualWakeWordPostProcess(TfLiteTensor* outputTensor, Classifier& classifier,
Richard Burtonc20be972022-04-19 17:01:08 +010079 const std::vector<std::string>& labels,
80 std::vector<ClassificationResult>& results);
81
82 /**
Richard Burtonb40ecf82022-04-22 16:14:57 +010083 * @brief Should perform post-processing of the result of inference then
84 * populate classification result data for any later use.
85 * @return true if successful, false otherwise.
Richard Burtonc20be972022-04-19 17:01:08 +010086 **/
87 bool DoPostProcess() override;
88 };
89
90} /* namespace app */
91} /* namespace arm */
92
93#endif /* VWW_PROCESSING_HPP */