From 7eb152c0467363ef78ee61c7c76a5a7e5e1040af Mon Sep 17 00:00:00 2001 From: Aleksandr Voron Date: Tue, 2 Mar 2021 10:25:49 +0300 Subject: [PATCH] added labels to OMZ demo (#56) --- modules/arm_plugin/README.md | 45 ++++++++++-------- .../docs/img/object_detection_demo_yolo.gif | Bin 2380872 -> 2699796 bytes 2 files changed, 25 insertions(+), 20 deletions(-) diff --git a/modules/arm_plugin/README.md b/modules/arm_plugin/README.md index e19cd0311c9b52..f8f2ee3babcd36 100644 --- a/modules/arm_plugin/README.md +++ b/modules/arm_plugin/README.md @@ -135,17 +135,34 @@ Smoke testing has been done against the following OMZ demos: Let's try to run object detection demo. #### Model preparation -To speed up the process you may prepare the model on non-ARM platform. - -1. Install [model downloader] from Open Model Zoo: +To speed up the process you may prepare the model on non-ARM platform and then copy IR to ARM. +1. Install [Model Optimizer] from OpenVINO: +``` +git clone https://github.com/openvinotoolkit/openvino.git +cd openvino/model-optimizer +virtualenv -p /usr/bin/python3.6 .env3 --system-site-packages +. .env3/bin/activate +pip3 install -r requirements.txt +cd ../.. +``` +2. Install [model downloader] from Open Model Zoo: ``` git clone https://github.com/openvinotoolkit/open_model_zoo.git cd open_model_zoo/tools/downloader python3 -mpip install --user -r ./requirements.in ``` -2. Download model `yolo_v3_tiny` using model downloader: +3. Download model `yolo-v3-tiny-tf` using model downloader: +``` +python3 ./downloader.py --name yolo-v3-tiny-tf --precisions FP32 +``` +3. Convert the model using model converter: +``` +python3 ./converter.py --mo ../../../openvino/model-optimizer/mo.py \ + --name yolo-v3-tiny-tf --precisions FP32 ``` -python3 ./downloader.py --name yolo_v3_tiny --precisions FP32 +4. The model was trained on Microsoft\* COCO dataset version with 80 categories of object. Download [class names of the dataset](https://github.com/openvinotoolkit/open_model_zoo/blob/develop/data/dataset_classes/coco_80cl.txt): +``` +wget https://raw.githubusercontent.com/openvinotoolkit/open_model_zoo/develop/data/dataset_classes/coco_80cl.txt ``` #### Samples preparation 1. Clone video samples repository: @@ -164,8 +181,8 @@ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/opencv/lib/:/ ``` 4. Run object detection C++ demo: ``` -./object_detection_demo -i /sample-videos/people-detection.mp4 \ - -at yolo -m /yolo_v3_tiny/tf/FP32/yolo_v3_tiny.xml -d ARM +./object_detection_demo -i /sample-videos/people-detection.mp4 -labels /coco_80cl.txt \ + -at yolo -m /yolo-v3-tiny-tf/FP32/yolo-v3-tiny-tf.xml -d ARM ``` On the output video you should see people enclosed in red rectangles: @@ -176,19 +193,7 @@ You could verify the plugin by running [OpenVINO™ samples]. You can find C++ s OpenVINO™ samples require OpenCV libraries. If you build the plugin using approach #1 all needed OpenCV libraries are already placed in `build\lib` directory. If you build the plugin using approach #2 or #3 you need to install OpenCV or [build it from source]. Let's try to run [Object Detection for SSD sample]. #### Model preparation -1. Download model `vehicle-license-plate-detection-barrier-0123` using Model Preparation precedure described in Open Model Zoo demos section. -2. Install [Model Optimizer]: -``` -git clone https://github.com/openvinotoolkit/openvino.git -cd openvino/model-optimizer -pip3 install requirements.txt -cd ../.. -``` -3. Convert the model using model converter: -``` -python3 ./converter.py --mo ../../../openvino/model-optimizer/mo.py \ - --name vehicle-license-plate-detection-barrier-0123 --precisions FP32 -``` +1. Prepare model `vehicle-license-plate-detection-barrier-0123` using Model Preparation precedure described in Open Model Zoo demos section. #### Model inference on ARM 1. Copy OpenVINO™ and ARM plugin artefacts to ARM platform. If you build the plugin using approach #1, all artefacts are packed into `OV_ARM_package.tar.gz`. 2. 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