# 慈濟大學醫學資訊學系 智慧醫療工作坊(2023/11/17)
## 利用邊緣運算工具OpenVINO快速搭建智慧醫療應用（快速指令表）

講師：歐尼克斯實境互動工作室 許哲豪(Jack Hsu)博士
　　　2023/11/17 整理製作

### Intel OpenVINO常用網頁

1. [Intel OpenVINO Documents](https://docs.openvino.ai/)
2. [Intel OpenVINO Download](https://www.intel.com/content/www/us/en/developer/tools/openvino-toolkit/download.html
)
3. [Intel OpenVINO Notebooks Github](https://github.com/openvinotoolkit/openvino_notebooks)
4. [Intel OpenVINO Storage - Notebooks](https://storage.openvinotoolkit.org/repositories/openvino_notebooks/)
5. [Intel OpenVINO - Open Model Zoo](https://docs.openvino.ai/2023.1/model_zoo.html) (註：已停止維護但仍何使用)

### 安裝Intel OpenVINO Notebooks到本地端 (Windows版本)
參考網頁：https://github.com/openvinotoolkit/openvino_notebooks/wiki/Windows

1. Install Python 安裝3.8版以上64位元版本
2. Install Git
3. Install C++ Redistributable (For Python >3.8)
4. Install the Notebooks
5. 創建虛擬環境
python -m venv openvino_env
6. 啟動虛擬環境
openvino_env\Scripts\activate
7. 複製儲存庫並進入該路徑
git clone --depth=1 https://github.com/openvinotoolkit/openvino_notebooks.git
cd openvino_notebooks
8. 更新Python安裝工具並安裝套件包（約數十分鐘，視網速而定）
python -m pip install --upgrade pip wheel setuptools
pip install -r requirements.txt
9. **新增環境變數，在Path下加入，以免程式執行時找不到相關DLL**
X:\openvino_env\Lib\site-packages\openvino\libs\
10. 執行Notebooks (全部範例都一起載入)
jupyter lab notebooks

### 影像分類

* [影像標註工具 LableImg](https://github.com/HumanSignal/labelImg)
* [練習用資料集-人臉、狗臉、貓臉](https://github.com/OmniXRI/Yolov4-tiny_Colab_User_Datasets/blob/main/my_dataset.zip
)
* 免費資料集及模型庫
* [Papers with code](https://paperswithcode.com/)
* [機器之心 SOTA](https://sota.jiqizhixin.com/datasets)
* [Kaggle](https://www.kaggle.com/)
* [Roboflow](https://roboflow.com/)
* [OpenVINO Notebooks - Hello Image Classification](https://docs.openvino.ai/2023.1/notebooks/001-hello-world-with-output.html)
* [OpenVINO - Automatic Device Selection](https://docs.openvino.ai/2023.2/openvino_docs_OV_UG_supported_plugins_AUTO.html)

### 物件偵測

* [物件偵測 - 人臉偵測範例](https://colab.research.google.com/github/OmniXRI/OpenVINO2022_on_Colab_Samples/blob/main/OpenVINO_Face_Detection_on_Colab.ipynb)
* [物件偵測 - YOLOv8物件偵測範例](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/main/notebooks/230-yolov8-optimization/230-yolov8-object-detection.ipynb
)
* [物件偵測 - 網路攝影機即時物件偵測範例(本地端)](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/main/notebooks/401-object-detection-webcam/401-object-detection.ipynb
)

### 影像分割

* [Hello Image Segmentation](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/main/notebooks/003-hello-segmentation/003-hello-segmentation.ipynb)
* [Convert and Optimize YOLOv8 instance segmentation model with OpenVINO™](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/main/notebooks/230-yolov8-optimization/230-yolov8-instance-segmentation.ipynb)
* [Image Background Removal with U^2-Net and OpenVINO™](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/main/notebooks/205-vision-background-removal/205-vision-background-removal.ipynb)

### 參考文獻及學習資源

* [Intel OpenVINO Toolkit (YOUTUBE)](https://www.youtube.com/watch?v=kY9nZbX1DWM&list=PLg-UKERBljNxdIQir1wrirZJ50yTp4eHv)
* [Intel OpenVINO Toolkit (Meduim)](https://medium.com/@openvino)
* [歐尼克斯實境互動工作室─系列發文─OpenVINO](https://hackmd.io/@OmniXRI-Jack/series_articles#OpenVINO%E7%B3%BB%E5%88%97)
* [MakerPRO─OpenVINO專欄](https://makerpro.cc/openvino-column/)
* [Intel OpenVINO DevCup 2021精彩回顧（實作組）](https://makerpro.cc/intel-devcup/popular-vote-for-practice-group/)
* [CAVEDU教育團隊技術部落格](https://blog.cavedu.com/?s=openvino)
* [Edge AI Taiwan邊緣智能交流區](https://www.facebook.com/groups/edgeaitw)
* [NTUST Edge AI 人工智慧與邊緣運算實務](https://omnixri.blogspot.com/p/ntust-edge-ai.html)
* [OmniXRI Github - OpenVINO2022_on_Colab_Samples](https://github.com/OmniXRI/OpenVINO2022_on_Colab_Samples)