From 1263949e7066a35c4d28f6723ffe7d8bfae617f6 Mon Sep 17 00:00:00 2001 From: Anastasia M Date: Fri, 2 Apr 2021 04:50:35 +0300 Subject: [PATCH] Merge pull request #18237 from LupusSanctus:am/pytorch_tf_det_tutorial [GSoC] Added TF and PyTorch detection model conversion cases * Added object detection convertion pipeline and tutorials * Added tutorial corrections --- .../images/opencv_bus_res.jpg | Bin 0 -> 83154 bytes .../images/pexels_double_decker_bus.jpg | Bin 0 -> 76274 bytes .../tf_det_model_conversion_tutorial.md | 140 ++++++++++++++++++ .../dnn/table_of_content_dnn.markdown | 1 + .../tf/detection/py_to_py_ssd_mobilenet.py | 45 ++++++ 5 files changed, 186 insertions(+) create mode 100644 doc/tutorials/dnn/dnn_pytorch_tf_detection/images/opencv_bus_res.jpg create mode 100644 doc/tutorials/dnn/dnn_pytorch_tf_detection/images/pexels_double_decker_bus.jpg create mode 100644 doc/tutorials/dnn/dnn_pytorch_tf_detection/tf_det_model_conversion_tutorial.md create mode 100644 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b/doc/tutorials/dnn/dnn_pytorch_tf_detection/tf_det_model_conversion_tutorial.md new file mode 100644 index 0000000000..04388cbaf4 --- /dev/null +++ b/doc/tutorials/dnn/dnn_pytorch_tf_detection/tf_det_model_conversion_tutorial.md @@ -0,0 +1,140 @@ +# Conversion of TensorFlow Detection Models and Launch with OpenCV Python {#tf_det_tutorial_dnn_conversion} + +| | | +| -: | :- | +| Original author | Anastasia Murzova | +| Compatibility | OpenCV >= 4.5 | + +## Goals +In this tutorial you will learn how to: +* obtain frozen graphs of TensorFlow (TF) detection models +* run converted TensorFlow model with OpenCV Python API + +We will explore the above-listed points by the example of SSD MobileNetV1. + +## Introduction +Let's briefly view the key concepts involved in the pipeline of TensorFlow models transition with OpenCV API. The initial step in the conversion of TensorFlow models into cv.dnn.Net +is obtaining the frozen TF model graph. A frozen graph defines the combination of the model graph structure with kept values of the required variables, for example, weights. The frozen graph is saved in [protobuf](https://en.wikipedia.org/wiki/Protocol_Buffers) (```.pb```) files. +There are special functions for reading ``.pb`` graphs in OpenCV: cv.dnn.readNetFromTensorflow and cv.dnn.readNet. + +## Requirements +To be able to experiment with the below code you will need to install a set of libraries. We will use a virtual environment with python3.7+ for this: + +```console +virtualenv -p /usr/bin/python3.7 +source /bin/activate +``` + +For OpenCV-Python building from source, follow the corresponding instructions from the @ref tutorial_py_table_of_contents_setup. + +Before you start the installation of the libraries, you can customize the [requirements.txt](https://github.com/opencv/opencv/tree/master/samples/dnn/dnn_model_runner/dnn_conversion/requirements.txt), excluding or including (for example, ``opencv-python``) some dependencies. +The below line initiates requirements installation into the previously activated virtual environment: + +```console +pip install -r requirements.txt +``` + +## Practice +In this part we are going to cover the following points: +1. create a TF classification model conversion pipeline and provide the inference +2. provide the inference, process prediction results + +### Model Preparation +The code in this subchapter is located in the ``samples/dnn/dnn_model_runner`` module and can be executed with the below line: + +```console +python -m dnn_model_runner.dnn_conversion.tf.detection.py_to_py_ssd_mobilenet +``` + +The following code contains the steps of the TF SSD MobileNetV1 model retrieval: + +```python + tf_model_name = 'ssd_mobilenet_v1_coco_2017_11_17' + graph_extraction_dir = "./" + frozen_graph_path = extract_tf_frozen_graph(tf_model_name, graph_extraction_dir) + print("Frozen graph path for {}: {}".format(tf_model_name, frozen_graph_path)) +``` + +In ``extract_tf_frozen_graph`` function we extract the provided in model archive ``frozen_inference_graph.pb`` for its further processing: + +```python +# define model archive name +tf_model_tar = model_name + '.tar.gz' +# define link to retrieve model archive +model_link = DETECTION_MODELS_URL + tf_model_tar + +tf_frozen_graph_name = 'frozen_inference_graph' + +try: + urllib.request.urlretrieve(model_link, tf_model_tar) +except Exception: + print("TF {} was not retrieved: {}".format(model_name, model_link)) + return + +print("TF {} was retrieved.".format(model_name)) + +tf_model_tar = tarfile.open(tf_model_tar) +frozen_graph_path = "" + +for model_tar_elem in tf_model_tar.getmembers(): + if tf_frozen_graph_name in os.path.basename(model_tar_elem.name): + tf_model_tar.extract(model_tar_elem, extracted_model_path) + frozen_graph_path = os.path.join(extracted_model_path, model_tar_elem.name) + break +tf_model_tar.close() +``` + +After the successful execution of the above code we will get the following output: + +```console +TF ssd_mobilenet_v1_coco_2017_11_17 was retrieved. +Frozen graph path for ssd_mobilenet_v1_coco_2017_11_17: ./ssd_mobilenet_v1_coco_2017_11_17/frozen_inference_graph.pb +``` + +To provide model inference we will use the below [double-decker bus photo](https://www.pexels.com/photo/bus-and-car-on-one-way-street-3626589/) (under [Pexels](https://www.pexels.com/license/) license): + +![Double-decker bus](images/pexels_double_decker_bus.jpg) + +To initiate the test process we need to provide an appropriate model configuration. We will use [``ssd_mobilenet_v1_coco.config``](https://github.com/tensorflow/models/blob/master/research/object_detection/samples/configs/ssd_mobilenet_v1_coco.config) from [TensorFlow Object Detection API](https://github.com/tensorflow/models/tree/master/research/object_detection#tensorflow-object-detection-api). +TensorFlow Object Detection API framework contains helpful mechanisms for object detection model manipulations. + +We will use this configuration to provide a text graph representation. To generate ``.pbtxt`` we will use the corresponding [``samples/dnn/tf_text_graph_ssd.py``](https://github.com/opencv/opencv/blob/master/samples/dnn/tf_text_graph_ssd.py) script: + +```console +python tf_text_graph_ssd.py --input ssd_mobilenet_v1_coco_2017_11_17/frozen_inference_graph.pb --config ssd_mobilenet_v1_coco_2017_11_17/ssd_mobilenet_v1_coco.config --output ssd_mobilenet_v1_coco_2017_11_17.pbtxt +``` + +After successful execution ``ssd_mobilenet_v1_coco_2017_11_17.pbtxt`` will be created. + +Before we run ``object_detection.py``, let's have a look at the default values for the SSD MobileNetV1 test process configuration. They are located in [``models.yml``](https://github.com/opencv/opencv/blob/master/samples/dnn/models.yml): + +```yml +ssd_tf: + model: "ssd_mobilenet_v1_coco_2017_11_17.pb" + config: "ssd_mobilenet_v1_coco_2017_11_17.pbtxt" + mean: [0, 0, 0] + scale: 1.0 + width: 300 + height: 300 + rgb: true + classes: "object_detection_classes_coco.txt" + sample: "object_detection" +``` + +To fetch these values we need to provide frozen graph ``ssd_mobilenet_v1_coco_2017_11_17.pb`` model and text graph ``ssd_mobilenet_v1_coco_2017_11_17.pbtxt``: + +```console +python object_detection.py ssd_tf --input ../data/pexels_double_decker_bus.jpg +``` + +This line is equivalent to: + +```console +python object_detection.py --model ssd_mobilenet_v1_coco_2017_11_17.pb --config ssd_mobilenet_v1_coco_2017_11_17.pbtxt --input ../data/pexels_double_decker_bus.jpg --width 300 --height 300 --classes ../data/dnn/object_detection_classes_coco.txt +``` + +The result is: + +![OpenCV SSD bus result](images/opencv_bus_res.jpg) + +There are several helpful parameters, which can be also customized for result corrections: threshold (``--thr``) and non-maximum suppression (``--nms``) values. diff --git a/doc/tutorials/dnn/table_of_content_dnn.markdown b/doc/tutorials/dnn/table_of_content_dnn.markdown index 49d0ce0b35..0d5e43ee11 100644 --- a/doc/tutorials/dnn/table_of_content_dnn.markdown +++ b/doc/tutorials/dnn/table_of_content_dnn.markdown @@ -20,4 +20,5 @@ In this section you will find the guides, which describe how to run classificati #### TensorFlow models with OpenCV In this section you will find the guides, which describe how to run classification, segmentation and detection TensorFlow DNN models with OpenCV. - @subpage tf_cls_tutorial_dnn_conversion +- @subpage tf_det_tutorial_dnn_conversion - @subpage tf_segm_tutorial_dnn_conversion diff --git a/samples/dnn/dnn_model_runner/dnn_conversion/tf/detection/py_to_py_ssd_mobilenet.py b/samples/dnn/dnn_model_runner/dnn_conversion/tf/detection/py_to_py_ssd_mobilenet.py new file mode 100644 index 0000000000..2468d151bb --- /dev/null +++ b/samples/dnn/dnn_model_runner/dnn_conversion/tf/detection/py_to_py_ssd_mobilenet.py @@ -0,0 +1,45 @@ +import os +import tarfile +import urllib + +DETECTION_MODELS_URL = 'http://download.tensorflow.org/models/object_detection/' + + +def extract_tf_frozen_graph(model_name, extracted_model_path): + # define model archive name + tf_model_tar = model_name + '.tar.gz' + # define link to retrieve model archive + model_link = DETECTION_MODELS_URL + tf_model_tar + + tf_frozen_graph_name = 'frozen_inference_graph' + + try: + urllib.request.urlretrieve(model_link, tf_model_tar) + except Exception: + print("TF {} was not retrieved: {}".format(model_name, model_link)) + return + + print("TF {} was retrieved.".format(model_name)) + + tf_model_tar = tarfile.open(tf_model_tar) + frozen_graph_path = "" + + for model_tar_elem in tf_model_tar.getmembers(): + if tf_frozen_graph_name in os.path.basename(model_tar_elem.name): + tf_model_tar.extract(model_tar_elem, extracted_model_path) + frozen_graph_path = os.path.join(extracted_model_path, model_tar_elem.name) + break + tf_model_tar.close() + + return frozen_graph_path + + +def main(): + tf_model_name = 'ssd_mobilenet_v1_coco_2017_11_17' + graph_extraction_dir = "./" + frozen_graph_path = extract_tf_frozen_graph(tf_model_name, graph_extraction_dir) + print("Frozen graph path for {}: {}".format(tf_model_name, frozen_graph_path)) + + +if __name__ == "__main__": + main()