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modnet.h
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2 //
3 // Licensed under the Apache License, Version 2.0 (the "License");
4 // you may not use this file except in compliance with the License.
5 // You may obtain a copy of the License at
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7 // http://www.apache.org/licenses/LICENSE-2.0
8 //
9 // Unless required by applicable law or agreed to in writing, software
10 // distributed under the License is distributed on an "AS IS" BASIS,
11 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12 // See the License for the specific language governing permissions and
13 // limitations under the License.
14 
15 #pragma once
16 #include "fastdeploy/fastdeploy_model.h"
17 #include "fastdeploy/vision/common/processors/transform.h"
18 #include "fastdeploy/vision/common/result.h"
19 
20 namespace fastdeploy {
21 
22 namespace vision {
23 
24 namespace matting {
27 class FASTDEPLOY_DECL MODNet : public FastDeployModel {
28  public:
36  MODNet(const std::string& model_file, const std::string& params_file = "",
37  const RuntimeOption& custom_option = RuntimeOption(),
38  const ModelFormat& model_format = ModelFormat::ONNX);
39 
40  std::string ModelName() const { return "matting/MODNet"; }
41 
45  std::vector<int> size;
49  std::vector<float> alpha;
53  std::vector<float> beta;
57  bool swap_rb;
64  bool Predict(cv::Mat* im, MattingResult* result);
65 
66  private:
67  bool Initialize();
68 
69  bool Preprocess(Mat* mat, FDTensor* output,
70  std::map<std::string, std::array<int, 2>>* im_info);
71 
72  bool Postprocess(std::vector<FDTensor>& infer_result, MattingResult* result,
73  const std::map<std::string, std::array<int, 2>>& im_info);
74 };
75 
76 } // namespace matting
77 } // namespace vision
78 } // namespace fastdeploy
Option object used when create a new Runtime object.
Definition: runtime_option.h:40
Base model object for all the vision models.
Definition: fastdeploy_model.h:21
ModelFormat
Definition: enum_variables.h:67
FDTensor object used to represend data matrix.
Definition: fd_tensor.h:31
std::string ModelName() const
Get model&#39;s name.
Definition: modnet.h:40
std::vector< int > size
Argument for image preprocessing step, tuple of (width, height), decide the target size after resize...
Definition: modnet.h:45
std::vector< float > alpha
Argument for image preprocessing step, parameters for normalization, size should be the the same as c...
Definition: modnet.h:49
Matting result structure for all the Matting models.
Definition: result.h:331
FDMat is a structure for replace cv::Mat.
Definition: mat.h:34
bool swap_rb
Argument for image preprocessing step, whether to swap the B and R channel, such as BGR->RGB...
Definition: modnet.h:57
Model with ONNX format.
Definition: enum_variables.h:70
std::vector< float > beta
Argument for image preprocessing step, parameters for normalization, size should be the the same as c...
Definition: modnet.h:53
All C++ FastDeploy APIs are defined inside this namespace.
Definition: option.h:16
MODNet model object used when to load a MODNet model exported by MODNet.
Definition: modnet.h:27