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Richard Burton11b75cc2022-04-07 18:00:55 +01001/*
2 * Copyright (c) 2022 Arm Limited. All rights reserved.
3 * 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 IMG_CLASS_PROCESSING_HPP
18#define IMG_CLASS_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 Image Classification use case.
29 * Implements methods declared by BasePreProcess and anything else needed
30 * to populate input tensors ready for inference.
31 */
32 class ImgClassPreProcess : public BasePreProcess {
33
34 public:
Richard Burtone6398cd2022-04-13 11:58:28 +010035 /**
36 * @brief Constructor
37 * @param[in] model Pointer to the the Image classification Model object.
38 **/
Richard Burton11b75cc2022-04-07 18:00:55 +010039 explicit ImgClassPreProcess(Model* model);
40
Richard Burtone6398cd2022-04-13 11:58:28 +010041 /**
42 * @brief Should perform pre-processing of 'raw' input image data and load it into
43 * TFLite Micro input tensors ready for inference
44 * @param[in] input Pointer to the data that pre-processing will work on.
45 * @param[in] inputSize Size of the input data.
46 * @return true if successful, false otherwise.
47 **/
Richard Burton11b75cc2022-04-07 18:00:55 +010048 bool DoPreProcess(const void* input, size_t inputSize) override;
49 };
50
51 /**
52 * @brief Post-processing class for Image Classification use case.
53 * Implements methods declared by BasePostProcess and anything else needed
54 * to populate result vector.
55 */
56 class ImgClassPostProcess : public BasePostProcess {
57
58 private:
59 Classifier& m_imgClassifier;
60 const std::vector<std::string>& m_labels;
61 std::vector<ClassificationResult>& m_results;
62
63 public:
Richard Burtone6398cd2022-04-13 11:58:28 +010064 /**
65 * @brief Constructor
66 * @param[in] classifier Classifier object used to get top N results from classification.
67 * @param[in] model Pointer to the the Image classification Model object.
68 * @param[in] labels Vector of string labels to identify each output of the model.
69 * @param[in] results Vector of classification results to store decoded outputs.
70 **/
Richard Burton11b75cc2022-04-07 18:00:55 +010071 ImgClassPostProcess(Classifier& classifier, Model* model,
72 const std::vector<std::string>& labels,
73 std::vector<ClassificationResult>& results);
74
Richard Burtone6398cd2022-04-13 11:58:28 +010075 /**
76 * @brief Should perform post-processing of the result of inference then populate
77 * populate classification result data for any later use.
78 * @return true if successful, false otherwise.
79 **/
Richard Burton11b75cc2022-04-07 18:00:55 +010080 bool DoPostProcess() override;
81 };
82
83} /* namespace app */
84} /* namespace arm */
85
86#endif /* IMG_CLASS_PROCESSING_HPP */