https://example.com/tags/%E7%AB%AF%E4%BE%A7%E9%83%A8%E7%BD%B2/ 端侧部署 Hugo Blox Builder (https://hugoblox.com)en-usTue, 16 Jun 2026 00:00:00 +0000 https://example.com/media/icon_hu_982c5d63a71b2961.png https://example.com/tags/%E7%AB%AF%E4%BE%A7%E9%83%A8%E7%BD%B2/ https://example.com/projects/strawberry-scan/ Tue, 16 Jun 2026 00:00:00 +0000 https://example.com/projects/strawberry-scan/ <p>基于 AIPC 与多模态大模型的端侧 AI 草莓品控工具。结合 YOLO11 目标检测/分割、RAG 知识库检索与多模态大模型，在搭载骁龙 X Elite 的 AIPC 端侧实现草莓成熟度与病虫害的精准识别，可提升优果率 20% 以上。</p> <h2 id="-核心特性">✨ 核心特性</h2> <ul> <li>🍓 <strong>成熟度识别</strong>：准确率 &gt;95%，辅助采摘决策</li> <li>🐛 <strong>病虫害预警</strong>：准确率 &gt;90%，提前发现病害风险</li> <li>📄 <strong>AI 品鉴报告</strong>：可视化 + 文化感，提供数字品质证明</li> <li>⚡ <strong>端侧部署</strong>：运行于 AIPC，支持 NPU 加速，零延迟、高隐私</li> <li>📚 <strong>RAG 增强检索</strong>：基于草莓知识库的智能问答与多策略检索</li> </ul> <h2 id="-技术栈">🏗️ 技术栈</h2> <table> <thead> <tr> <th>类别</th> <th>技术选型</th> </tr> </thead> <tbody> <tr> <td>前端界面</td> <td>Qt6 (PySide6) + QML</td> </tr> <tr> <td>AI 模型</td> <td>YOLO11 + Qwen2.5</td> </tr> <tr> <td>深度学习框架</td> <td>PyTorch + Ultralytics</td> </tr> <tr> <td>RAG 系统</td> <td>BGE 嵌入模型 + ChromaDB</td> </tr> <tr> <td>部署环境</td> <td>骁龙 X Elite AIPC，支持 NPU 推理加速</td> </tr> </tbody> </table> <h2 id="-快速开始">🚀 快速开始</h2> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># 克隆并安装</span> </span></span><span class="line"><span class="cl">git clone https://github.com/SirupLi-C/strawberry-scan.git </span></span><span class="line"><span class="cl"><span class="nb">cd</span> strawberry-scan </span></span><span class="line"><span class="cl">pip install -e . </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># 启动应用</span> </span></span><span class="line"><span class="cl">python -m strawberry_scan </span></span></code></pre></div><p>更多信息请参考项目仓库 。</p>