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# VKIST Ultrasound
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## Introduction
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**VKIST Ultrasound** is an application designed to support the diagnosis of **knee arthritis** using **knee ultrasound images**.
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The system processes ultrasound images and assists clinicians in identifying potential signs of arthritis, providing a supportive tool for medical analysis and research.
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---
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## Yêu cầu hệ thống
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### 1. YÊU CẦU VỀ MÁY TÍNH
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* **Hệ điều hành:** Windows 10/11 (64-bit) hoặc Ubuntu 20.04/22.04.
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* **CPU:** Tối thiểu 4 nhân (khuyến nghị Intel Core i5 thế hệ 10 trở lên hoặc tương đương).
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* **RAM:** Tối thiểu 16GB.
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* **GPU:** NVIDIA GPU hỗ trợ CUDA (Kiến trúc Pascal trở lên, ví dụ: GTX 10-series, RTX series).
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* **VRAM:** Khuyến nghị 8GB trở lên để tối ưu tốc độ phân vùng (segmentation).
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### 2. CÀI ĐẶT PHẦN MỀM HỖ TRỢ
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* **Quản lý môi trường:** [Anaconda3](https://www.anaconda.com/download) hoặc Miniconda.
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* **Đồ họa:** NVIDIA Driver tương thích với CUDA 12.4.
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* **CUDA Toolkit:** Phiên bản 12.4.
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* **Trình biên dịch C++:**
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* **Windows:** [Microsoft Visual C++ Build Tools](https://visualstudio.microsoft.com/visual-cpp-build-tools/).
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* **Ubuntu:** Cài đặt qua lệnh `sudo apt install build-essential`.
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---
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## Installation
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### 1. Clone the Repository
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```bash
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git clone https://github.com/itvkist/vkist-ultrasound.git
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cd vkist-ultrasound
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```
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### 2. Create Environment and Install Dependencies
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```bash
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conda create -n vkist-ultrasound python=3.10 -y
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conda activate vkist-ultrasound
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pip install -r requirements.txt
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```
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### Download Model Weights
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The weights of the models can be found in the following link:
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```
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https://drive.google.com/drive/folders/1lBkplP-5uv6V2wR1CJ2COaGy1SnZxxJl
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```
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After downloading the link, unzip and copy the files into the `./models` folder
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### Run the Application
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Start the application with:
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```bash
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python app.py
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```
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The application will be available at:
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```
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http://localhost:8000
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```
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### Notes
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- Make sure your GPU drivers are compatible with the CUDA version installed.
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- If GPU support is not required, the PyTorch CPU version can also be used.
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## Rules Section
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### Naming Convention Exception for LEGACY Code
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- Legacy code (deprecated or intended for migration) may be referenced or used in the codebase only when accompanied by a conventional comment indicating its legacy status (e.g., `# LEGACY: to be refactored` or `# LEGACY: deprecated`).
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- Such legacy code should not be extended for new features; it is intended for read/reference only or as a stepping stone toward modernization.
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- When introducing new modules or files, follow the standard naming convention (e.g., snake_case for Python files, PascalCase for classes, etc.). Legacy exceptions are exempt only when explicitly marked.
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### Visualization Guidelines
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- Prefer text-based diagram descriptions using PlantUML or Mermaid syntax for version control and diffability.
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- If a diagram must be drawn by hand, use raster image formats such as .png or .jpg.
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- Avoid binary formats like PDF, PPT, or other proprietary formats for diagrams in the repository.
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