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‎CONTRIBUTING.md

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## Model Conversion
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Deep Learning Inference Engine (IE) supports models in the Intermediate Representation (IR) format. A model from any supported framework can be converted to IR using the Model Optimizer tool included in the OpenVINO™ toolkit. Find more information about conversion in the [Model Optimizer Developer Guide](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html). After a successful conversion you get a model in the IR format, with the `*.xml` file representing the net graph and the `*.bin` file containing the net parameters.
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Deep Learning Inference Engine (IE) supports models in the Intermediate Representation (IR) format. A model from any supported framework can be converted to IR using the Model Optimizer tool included in the OpenVINO™ toolkit. Find more information about conversion in the [Model Optimizer Developer Guide](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html). After a successful conversion you get a model in the IR format, with the `*.xml` file representing the net graph and the `*.bin` file containing the net parameters.
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> **NOTE 1**: Image preprocessing parameters (mean and scale) must be built into a converted model to simplify model usage.
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> **NOTE 2**: If a model input is a color image, color channel order should be `BGR`.
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## Demo
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A demo shows the main idea of how to infer a model using IE. If your model solves one of the tasks supported by the Open Model Zoo, try to find an appropriate option from [demos](demos/README.md) or [samples](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_Samples_Overview.html). Otherwise, you must provide your own demo (C++ or Python).
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A demo shows the main idea of how to infer a model using IE. If your model solves one of the tasks supported by the Open Model Zoo, try to find an appropriate option from [demos](demos/README.md) or [samples](https://docs.openvino.ai/latest/_docs_IE_DG_Samples_Overview.html). Otherwise, you must provide your own demo (C++ or Python).
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The demo's name should end with `_demo` suffix to follow the convention of the project.
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‎README.md

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## Online Documentation
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* [OpenVINO™ Release Notes](https://software.intel.com/en-us/articles/OpenVINO-RelNotes)
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* [Pre-Trained Models](https://docs.openvinotoolkit.org/latest/trained_models.html)
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* [Demos and Samples](https://docs.openvinotoolkit.org/latest/omz_demos.html)
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* [Pre-Trained Models](https://docs.openvino.ai/latest/trained_models.html)
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* [Demos and Samples](https://docs.openvino.ai/latest/omz_demos.html)
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## Other Usage Examples
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* [Open Visual Cloud](https://01.org/openvisualcloud)

‎demos/3d_segmentation_demo/python/README.md

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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/README.md

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## See Also
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* [Intel OpenVINO Documentation](https://docs.openvinotoolkit.org/latest/documentation.html)
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* [Intel OpenVINO Documentation](https://docs.openvino.ai/latest/documentation.html)
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* [Overview of OpenVINO™ Toolkit Intel's Pre-Trained Models](../models/intel/index.md)
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* [Overview of OpenVINO™ Toolkit Public Pre-Trained Models](../models/public/index.md)
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‎demos/action_recognition_demo/python/README.md

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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/bert_named_entity_recognition_demo/python/README.md

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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

‎demos/bert_question_answering_demo/python/README.md

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sequence length that the network expects. This is performance (speed) and memory footprint saving option.
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Since some networks are not-reshapable (due to limitations of the internal layers) the reshaping might fail,
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so you will need to run the demo without it.
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Please see general [reshape intro and limitations](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_ShapeInference.html)
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Please see general [reshape intro and limitations](https://docs.openvino.ai/latest/_docs_IE_DG_ShapeInference.html)
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## Demo Outputs
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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

‎demos/bert_question_answering_embedding_demo/python/README.md

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from the command line match the actual network inputs.
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The embedding model is reshaped by the demo to infer embedding vectors for long contexts and short question.
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Make sure that the original model converted by Model Optimizer with reshape option.
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Please see general [reshape intro and limitations](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_ShapeInference.html)
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Please see general [reshape intro and limitations](https://docs.openvino.ai/latest/_docs_IE_DG_ShapeInference.html)
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## Demo Outputs
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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

‎demos/classification_benchmark_demo/cpp/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/classification_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/colorization_demo/python/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/crossroad_camera_demo/cpp/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/deblurring_demo/python/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/face_detection_mtcnn_demo/cpp_gapi/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/face_detection_mtcnn_demo/python/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/face_recognition_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/formula_recognition_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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‎demos/gaze_estimation_demo/cpp/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/gaze_estimation_demo/cpp_gapi/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/gesture_recognition_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/gpt2_text_prediction_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/handwritten_text_recognition_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/human_pose_estimation_3d_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/human_pose_estimation_demo/cpp/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/human_pose_estimation_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/image_inpainting_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/image_processing_demo/cpp/README.md

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To run the demo, you can use public or pre-trained models. To download the pre-trained models, use the OpenVINO [Model Downloader](../../../tools/model_tools/README.md). The list of models supported by the demo is in `<omz_dir>/demos/image_processing_demo/cpp/models.lst`.
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> **NOTE**: Before running the demo with a trained model, make sure the model is converted to the Inference Engine format (\*.xml + \*.bin) using the [Model Optimizer tool](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html).
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/image_retrieval_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/image_translation_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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‎demos/instance_segmentation_demo/python/README.md

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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/interactive_face_detection_demo/cpp/README.md

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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/interactive_face_detection_demo/cpp_gapi/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/machine_translation_demo/python/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/mask_rcnn_demo/cpp/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

‎demos/monodepth_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

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