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农村学校资源网站建设与研究,陕西室内设计公司排名,上海 有哪些做网站的公司好,网站建设需要数学一、 系统引言 随着社会经济的快速发展#xff0c;汽车已成为不可或缺的交通工具#xff0c;但随之而来的道路交通安全问题也日益严峻。其中#xff0c;疲劳驾驶是导致重大交通事故的主要因素之一#xff0c;对驾驶员和公众的生命财产安全构成了严重威胁。统计表明#x…一、 系统引言随着社会经济的快速发展汽车已成为不可或缺的交通工具但随之而来的道路交通安全问题也日益严峻。其中疲劳驾驶是导致重大交通事故的主要因素之一对驾驶员和公众的生命财产安全构成了严重威胁。统计表明长时间连续驾驶、睡眠不足等因素引发的驾驶员疲劳会显著降低其反应速度、判断能力和警觉性。因此开发一种能够实时、准确、非接触式地识别驾驶员疲劳状态的技术并进行有效预警对于提升道路交通安全水平具有极其重要的现实意义。传统的疲劳检测方法多依赖于接触式传感器如脑电图、心电图这些方法不仅侵扰驾驶员且成本高昂难以在实际驾驶场景中大规模应用。近年来随着深度学习技术在计算机视觉领域的突破基于人脸表情和行为分析的非接触式疲劳检测方案展现出巨大的潜力。本项目旨在利用最先进的YOLO系列目标检测模型结合现代化的Web开发框架设计并实现一个高效、稳定、用户友好的前后端分离疲劳驾驶识别检测系统。项目源码数据集下载链接完整代码在哔哩哔哩视频下方简介内获取基于YOLOv8/v10/v11/v12与SpringBoot的前后端分离疲劳驾驶识别检测系统DeepSeek智能分析web交互界面_哔哩哔哩_bilibili基于YOLOv8/v10/v11/v12与SpringBoot的前后端分离疲劳驾驶识别检测系统DeepSeek智能分析web交互界面_哔哩哔哩_bilibilihttps://www.bilibili.com/video/BV1V4kBBqE6H?vd_source549d0b4e2b8999929a61a037fcce3b0fspm_id_from333.788.videopod.sectionshttps://www.bilibili.com/video/BV1V4kBBqE6H目录一、 系统引言项目源码数据集下载链接二、 项目背景三、 数据集介绍功能模块登录注册模块可视化模块更换导航栏背景颜色图像检测模块视频检测模块实时检测模块图片识别记录管理视频识别记录管理摄像头识别记录管理用户管理模块数据管理模块MySQL表设计模型训练结果YOLOv8YOLOv10YOLOv11YOLOv12前端代码展示后端代码展示项目源码数据集下载链接项目安装教程二、 项目背景当前人工智能技术正深刻改变着各个行业特别是在安防、交通等领域的智能分析与预警系统中。YOLOYou Only Look Once系列算法作为单阶段目标检测的标杆以其惊人的速度和较高的精度非常适合实时性要求极高的驾驶场景。从YOLOv8到最新提出的YOLOv12模型在 backbone 网络、neck 结构、损失函数和训练策略上不断优化为我们的疲劳检测任务提供了多样化的、强大的模型选择。与此同时软件架构的发展也为此类系统的实现提供了便利。SpringBoot作为Java领域最流行的后端框架以其简化配置、快速开发和强大的生态著称能够稳健地构建系统后端服务。前后端分离的架构模式使得前端界面如Vue.js、React与后端业务逻辑完全解耦不仅提升了开发效率也保证了系统的可维护性和可扩展性。本系统通过整合前沿的深度学习模型与成熟的Web开发技术构建了一个集模型推理、数据管理、用户交互和智能分析于一体的综合性平台。系统不仅实现了核心的检测功能还提供了完善的用户管理和数据可视化模块旨在为车队管理、驾校培训乃至未来集成到智能座舱系统提供一个实用的解决方案原型。三、 数据集介绍本系统的核心检测能力依赖于一个高质量、大规模的专用疲劳驾驶数据集。该数据集专注于驾驶员的面部状态为模型的精准训练提供了坚实基础。类别定义数据集共包含4 个关键类别用于精确描述驾驶员的眼部与嘴部状态这是判断疲劳的主要生理指标。‘close’ 闭眼状态‘open’ 睁眼状态‘Yawn’ 打哈欠状态‘noYawn’ 非打哈欠状态闭嘴数据规模与划分数据集经过精心划分确保了模型训练的有效性和评估的公正性。训练集13,719 张图像用于模型学习并拟合不同状态下的特征。验证集1,380 张图像用于在训练过程中调整超参数和监控模型性能防止过拟合。测试集1,147 张图像用于最终评估模型的泛化能力和准确率。该数据集的规模充足类别定义清晰划分科学为YOLO系列模型v8, v10, v11, v12的性能验证与对比提供了可靠的数据支持是构建高精度疲劳驾驶识别系统的关键保障。功能模块✅ 用户登录注册支持密码检测保存到MySQL数据库。✅ 支持四种YOLO模型切换YOLOv8、YOLOv10、YOLOv11、YOLOv12。✅ 信息可视化数据可视化。✅ 图片检测支持AI分析功能deepseek✅ 支持图像检测、视频检测和摄像头实时检测检测结果保存到MySQL数据库。✅ 图片识别记录管理、视频识别记录管理和摄像头识别记录管理。✅ 用户管理模块管理员可以对用户进行增删改查。✅ 个人中心可以修改自己的信息密码姓名头像等等。✅ 支持更换导航栏背景颜色登录注册模块可视化模块更换导航栏背景颜色图像检测模块YOLO模型集成(v8/v10/v11/v12)DeepSeek多模态分析支持格式JPG/PNG/MP4/RTSP视频检测模块实时检测模块图片识别记录管理视频识别记录管理摄像头识别记录管理用户管理模块数据管理模块MySQL表设计users- 用户信息表imgrecords- 图片检测记录表videorecords- 视频检测记录表camerarecords- 摄像头检测记录表模型训练结果#coding:utf-8 #根据实际情况更换模型 # yolon.yaml (nano)轻量化模型适合嵌入式设备速度快但精度略低。 # yolos.yaml (small)小模型适合实时任务。 # yolom.yaml (medium)中等大小模型兼顾速度和精度。 # yolob.yaml (base)基本版模型适合大部分应用场景。 # yolol.yaml (large)大型模型适合对精度要求高的任务。 from ultralytics import YOLO model_path pt/yolo12s.pt data_path data.yaml if __name__ __main__: model YOLO(model_path) results model.train(datadata_path, epochs500, batch64, device0, workers0, projectruns, nameexp, )YOLOv8YOLOv10YOLOv11YOLOv12前端代码展示部分登录界面代码template div classlogin-container !-- 增强的动态科技背景 -- div classtech-background !-- 浮动几何体 -- div classfloating-shapes div classshape shape-1/div div classshape shape-2/div div classshape shape-3/div div classshape shape-4/div div classshape shape-5/div div classshape shape-6/div div classshape shape-7/div /div !-- 数据流动线 -- div classdata-flow div classflow-line v-forn in 12 :keyflow-${n} :stylegetFlowStyle(n)/div /div !-- 扫描网格 -- div classscan-grid/div !-- 脉冲光点 -- div classpulse-dots div classpulse-dot v-forn in 20 :keypulse-${n} :stylegetPulseStyle(n)/div /div !-- 眼睛形状粒子 -- div classeye-particles div classeye-particle v-forn in 8 :keyeye-${n} :stylegetEyeStyle(n)️/div /div !-- 动态光晕 -- div classdynamic-glow/div /div !-- 主要内容区域 -- div classmain-content !-- 左侧系统介绍 -- div classsystem-intro div classintro-content div classtech-logo div classlogo-core div classcore-glow/div div classeye-silhouette/div div classlogo-ring/div /div /div h1 classsystem-titleYOLO DeepSeekbr疲劳驾驶智能检测系统/h1 p classsystem-desc 基于深度学习的计算机视觉技术br 实时监测驾驶员状态保障行车安全 /p div classfeature-list div classfeature-item div classfeature-icon/div span精准识别/span /div div classfeature-item div classfeature-icon⚡/div span实时监测/span /div div classfeature-item div classfeature-icon/div span及时预警/span /div /div /div /div !-- 右侧登录表单 -- div classlogin-section div classlogin-card div classcard-header h2用户登录/h2 p欢迎回到智能安全驾驶平台/p /div div classform-container el-form :modelruleForm :rulesregisterRules refruleFormRef el-form-item propusername el-input v-modelruleForm.username placeholder请输入用户名 prefix-iconUser classcustom-input sizelarge focushandleInputFocus(username) blurhandleInputBlur / /el-form-item el-form-item proppassword el-input v-modelruleForm.password typepassword placeholder请输入密码 prefix-iconLock show-password classcustom-input sizelarge focushandleInputFocus(password) blurhandleInputBlur / /el-form-item el-form-item el-button typeprimary classlogin-btn clicksubmitForm(ruleFormRef) span classbtn-text登录系统/span div classbtn-glow/div div classbtn-particles/div /el-button /el-form-item /el-form div classlogin-options router-link to/register classregister-link span没有账号立即注册/span div classlink-arrow→/div /router-link /div /div div classcard-footer div classtech-tag div classtag-icon/div spanAI驱动 · 智能安全/span /div /div /div /div /div /div /template script langts setup import { reactive, ref, computed } from vue; import { useRoute, useRouter } from vue-router; import { ElMessage } from element-plus; import { useI18n } from vue-i18n; import Cookies from js-cookie; import { storeToRefs } from pinia; import { useThemeConfig } from //stores/themeConfig; import { initFrontEndControlRoutes } from //router/frontEnd; import { initBackEndControlRoutes } from //router/backEnd; import { Session } from //utils/storage; import { formatAxis } from //utils/formatTime; import { NextLoading } from //utils/loading; import type { FormInstance, FormRules } from element-plus; import request from //utils/request; // 定义变量内容 const { t } useI18n(); const storesThemeConfig useThemeConfig(); const { themeConfig } storeToRefs(storesThemeConfig); const route useRoute(); const router useRouter(); const formSize ref(default); const ruleFormRef refFormInstance(); // 当前聚焦的输入框 const focusedInput ref(); const ruleForm reactive({ username: , password: , }); const registerRules reactiveFormRules({ username: [ { required: true, message: 请输入账号, trigger: blur }, { min: 3, max: 15, message: 长度在3-15个字符, trigger: blur }, ], password: [ { required: true, message: 请输入密码, trigger: blur }, { min: 3, max: 15, message: 长度在3-15个字符, trigger: blur }, ], }); // 处理输入框聚焦 const handleInputFocus (field: string) { focusedInput.value field; }; // 处理输入框失焦 const handleInputBlur () { focusedInput.value ; }; // 数据流动线样式 const getFlowStyle (index: number) { const height 2 Math.random() * 3; const duration 3 Math.random() * 2; const delay Math.random() * 5; const left Math.random() * 100; const opacity 0.3 Math.random() * 0.5; return { height: ${height}px, left: ${left}%, animationDuration: ${duration}s, animationDelay: ${delay}s, opacity: opacity, background: linear-gradient(90deg, transparent, #3498db, transparent) }; }; // 脉冲点样式 const getPulseStyle (index: number) { const size 4 Math.random() * 8; const duration 2 Math.random() * 3; const delay Math.random() * 5; const left Math.random() * 100; const top Math.random() * 100; const opacity 0.2 Math.random() * 0.5; return { width: ${size}px, height: ${size}px, left: ${left}%, top: ${top}%, animationDuration: ${duration}s, animationDelay: ${delay}s, opacity: opacity, background: radial-gradient(circle, #3498db, #e74c3c, transparent) }; }; // 眼睛粒子样式 const getEyeStyle (index: number) { const size 20 Math.random() * 30; const duration 15 Math.random() * 10; const delay Math.random() * 10; const left Math.random() * 100; const top -10 - Math.random() * 20; const opacity 0.1 Math.random() * 0.3; return { fontSize: ${size}px, left: ${left}%, top: ${top}%, animationDuration: ${duration}s, animationDelay: ${delay}s, opacity: opacity, filter: hue-rotate(${Math.random() * 360}deg) }; }; /* * 提交后的方法。 */ // 时间获取 const currentTime computed(() { return formatAxis(new Date()); }); // 登录 const onSignIn async () { // 存储 token 到浏览器缓存 Session.set(token, Math.random().toString(36).substr(0)); // 模拟数据对接接口时记得删除多余代码及对应依赖的引入。用于 /src/stores/userInfo.ts 中不同用户登录判断模拟数据 Cookies.set(userName, ruleForm.username); if (!themeConfig.value.isRequestRoutes) { // 前端控制路由2、请注意执行顺序 const isNoPower await initFrontEndControlRoutes(); signInSuccess(isNoPower); } else { // 模拟后端控制路由isRequestRoutes 为 true则开启后端控制路由 // 添加完动态路由再进行 router 跳转否则可能报错 No match found for location with path / const isNoPower await initBackEndControlRoutes(); // 执行完 initBackEndControlRoutes再执行 signInSuccess signInSuccess(isNoPower); } }; // 登录成功后的跳转 const signInSuccess (isNoPower: boolean | undefined) { if (isNoPower) { ElMessage.warning(抱歉您没有登录权限); Session.clear(); } else { // 初始化登录成功时间问候语 let currentTimeInfo currentTime.value; // 登录成功跳到转首页 // 如果是复制粘贴的路径非首页/登录页那么登录成功后重定向到对应的路径中 if (route.query?.redirect) { router.push({ path: stringroute.query?.redirect, query: Object.keys(stringroute.query?.params).length 0 ? JSON.parse(stringroute.query?.params) : , }); } else { router.push(/); } // 登录成功提示 const signInText t(message.signInText); ElMessage.success(${currentTimeInfo}${signInText}); // 添加 loading防止第一次进入界面时出现短暂空白 NextLoading.start(); } }; const submitForm (formEl: FormInstance | undefined) { if (!formEl) return; formEl.validate((valid) { if (valid) { request.post(/api/user/login, ruleForm).then((res) { console.log(res); if (res.code 0) { Cookies.set(role, res.data.role); // 设置角色 //登录成功 onSignIn(); } else { ElMessage({ type: error, message: res.msg, }); } }); } else { console.log(error submit!); return false; } }); }; /script style scoped /* 使用与注册界面相同的样式 */ .login-container { min-height: 100vh; display: flex; background: linear-gradient(135deg, #0a1929 0%, #1a3658 50%, #2a4a7a 100%); position: relative; overflow: hidden; font-family: Microsoft YaHei, sans-serif; } /* 科技背景样式 */ .tech-background { position: absolute; top: 0; left: 0; width: 100%; height: 100%; z-index: 1; } /* 浮动几何体 */ .floating-shapes { position: absolute; width: 100%; height: 100%; } .shape { position: absolute; border-radius: 8px; background: linear-gradient(135deg, rgba(52, 152, 219, 0.1), rgba(231, 76, 60, 0.05)); border: 1px solid rgba(52, 152, 219, 0.2); backdrop-filter: blur(10px); animation: float 6s ease-in-out infinite; } .shape-1 { width: 120px; height: 120px; top: 10%; left: 10%; animation-delay: 0s; } .shape-2 { width: 80px; height: 80px; top: 60%; left: 5%; animation-delay: 1s; } .shape-3 { width: 100px; height: 100px; top: 20%; right: 15%; animation-delay: 2s; } .shape-4 { width: 60px; height: 60px; bottom: 20%; right: 10%; animation-delay: 3s; } .shape-5 { width: 90px; height: 90px; bottom: 10%; left: 20%; animation-delay: 4s; } .shape-6 { width: 70px; height: 70px; top: 40%; left: 30%; animation-delay: 5s; } .shape-7 { width: 110px; height: 110px; top: 70%; right: 25%; animation-delay: 6s; } keyframes float { 0%, 100% { transform: translateY(0) rotate(0deg); } 50% { transform: translateY(-20px) rotate(180deg); } } /* 数据流动线 */ .data-flow { position: absolute; width: 100%; height: 100%; } .flow-line { position: absolute; width: 100%; background: linear-gradient(90deg, transparent, #3498db, transparent); animation: flowMove linear infinite; filter: blur(1px); } keyframes flowMove { 0% { transform: translateX(-100%); opacity: 0; } 50% { opacity: 1; } 100% { transform: translateX(100%); opacity: 0; } } /* 扫描网格 */ .scan-grid { position: absolute; top: 0; left: 0; width: 100%; height: 100%; background-image: linear-gradient(rgba(52, 152, 219, 0.05) 1px, transparent 1px), linear-gradient(90deg, rgba(52, 152, 219, 0.05) 1px, transparent 1px); background-size: 50px 50px; animation: gridMove 20s linear infinite; } keyframes gridMove { 0% { background-position: 0 0; } 100% { background-position: 50px 50px; } } /* 脉冲光点 */ .pulse-dots { position: absolute; width: 100%; height: 100%; } .pulse-dot { position: absolute; border-radius: 50%; animation: pulseGlow ease-in-out infinite; filter: blur(1px); } keyframes pulseGlow { 0%, 100% { transform: scale(1); opacity: 0.3; } 50% { transform: scale(1.5); opacity: 0.8; } } /* 眼睛粒子 */ .eye-particles { position: absolute; width: 100%; height: 100%; overflow: hidden; } .eye-particle { position: absolute; animation: eyeFall linear infinite; z-index: 1; } keyframes eyeFall { 0% { transform: translateY(0) rotate(0deg); opacity: 0; } 10% { opacity: 0.5; } 90% { opacity: 0.5; } 100% { transform: translateY(110vh) rotate(360deg); opacity: 0; } } /* 动态光晕 */ .dynamic-glow { position: absolute; width: 100%; height: 100%; background: radial-gradient(circle at 30% 70%, rgba(52, 152, 219, 0.1) 0%, transparent 50%), radial-gradient(circle at 70% 30%, rgba(231, 76, 60, 0.1) 0%, transparent 50%); animation: glowMove 15s ease-in-out infinite; } keyframes glowMove { 0%, 100% { transform: scale(1); opacity: 0.7; } 50% { transform: scale(1.1); opacity: 1; } } /* 主要内容区域 */ .main-content { position: relative; z-index: 2; width: 100%; display: grid; grid-template-columns: 1fr 400px; min-height: 100vh; } /* 左侧系统介绍 */ .system-intro { display: flex; align-items: center; justify-content: center; padding: 40px; background: rgba(0, 0, 0, 0.3); backdrop-filter: blur(20px); border-right: 1px solid rgba(52, 152, 219, 0.1); } .intro-content { max-width: 500px; text-align: center; } .tech-logo { margin-bottom: 40px; } .logo-core { width: 120px; height: 120px; margin: 0 auto; background: linear-gradient(135deg, #3498db, #e74c3c); border-radius: 50%; position: relative; display: flex; align-items: center; justify-content: center; box-shadow: 0 0 50px rgba(52, 152, 219, 0.5), inset 0 0 20px rgba(255, 255, 255, 0.1); animation: coreRotate 10s linear infinite; } .core-glow { position: absolute; width: 100%; height: 100%; border-radius: 50%; background: conic-gradient(from 0deg, #3498db, #e74c3c, #3498db); filter: blur(20px); opacity: 0.5; animation: glowPulse 3s ease-in-out infinite; } .eye-silhouette { width: 60px; height: 40px; background: #ffffff; border-radius: 50%; position: relative; z-index: 2; } .eye-silhouette::before { content: ; position: absolute; width: 20px; height: 20px; background: #2c3e50; border-radius: 50%; top: 10px; left: 20px; } .logo-ring { position: absolute; width: 140px; height: 140px; border: 2px solid rgba(255, 255, 255, 0.3); border-radius: 50%; animation: ringRotate 8s linear infinite reverse; } keyframes coreRotate { from { transform: rotate(0deg); } to { transform: rotate(360deg); } } keyframes ringRotate { from { transform: rotate(0deg); } to { transform: rotate(360deg); } } keyframes glowPulse { 0%, 100% { opacity: 0.3; } 50% { opacity: 0.7; } } .system-title { font-size: 2.5em; font-weight: 700; color: #ffffff; margin-bottom: 20px; line-height: 1.2; text-shadow: 0 0 20px rgba(52, 152, 219, 0.5); } .system-desc { font-size: 1.1em; color: rgba(255, 255, 255, 0.8); margin-bottom: 40px; line-height: 1.6; } .feature-list { display: flex; justify-content: center; gap: 30px; margin-top: 40px; } .feature-item { display: flex; flex-direction: column; align-items: center; gap: 10px; color: rgba(255, 255, 255, 0.9); transition: transform 0.3s ease; } .feature-item:hover { transform: translateY(-5px); } .feature-icon { font-size: 2em; filter: drop-shadow(0 0 10px rgba(52, 152, 219, 0.5)); transition: transform 0.3s ease; } .feature-item:hover .feature-icon { transform: scale(1.2); } /* 右侧登录区域 */ .login-section { display: flex; align-items: center; justify-content: center; padding: 40px; background: rgba(0, 0, 0, 0.2); backdrop-filter: blur(30px); } .login-card { width: 100%; max-width: 360px; background: rgba(255, 255, 255, 0.95); border-radius: 20px; padding: 40px 30px; box-shadow: 0 20px 40px rgba(0, 0, 0, 0.3), 0 0 100px rgba(52, 152, 219, 0.2); border: 1px solid rgba(52, 152, 219, 0.3); animation: cardSlideIn 0.8s ease-out; position: relative; overflow: hidden; } .login-card::before { content: ; position: absolute; top: 0; left: 0; width: 100%; height: 100%; background: linear-gradient(135deg, rgba(52, 152, 219, 0.05) 0%, rgba(231, 76, 60, 0.05) 100%); z-index: 0; } keyframes cardSlideIn { from { opacity: 0; transform: translateX(50px); } to { opacity: 1; transform: translateX(0); } } .card-header { text-align: center; margin-bottom: 30px; position: relative; z-index: 1; } .card-header h2 { font-size: 1.8em; color: #1a3658; margin-bottom: 8px; font-weight: 600; } .card-header p { color: #666; font-size: 0.9em; } /* 表单样式 */ :deep(.form-container) { position: relative; z-index: 1; } :deep(.custom-input .el-input__wrapper) { box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1); border-radius: 12px; padding: 16px 20px; background: rgba(255, 255, 255, 0.9); border: 1px solid rgba(52, 152, 219, 0.2); transition: all 0.3s ease; } :deep(.custom-input .el-input__inner) { color: #333 !important; font-size: 14px; } :deep(.custom-input .el-input__inner::placeholder) { color: #999 !important; } :deep(.custom-input .el-input__wrapper:hover) { border-color: rgba(52, 152, 219, 0.5); box-shadow: 0 2px 15px rgba(52, 152, 219, 0.2); } :deep(.custom-input .el-input__wrapper.is-focus) { border-color: #3498db; box-shadow: 0 0 0 2px rgba(52, 152, 219, 0.2); } /* 登录按钮 */ .login-btn { width: 100%; height: 50px; padding: 0; border: none; border-radius: 12px; background: linear-gradient(135deg, #3498db 0%, #e74c3c 100%); position: relative; overflow: hidden; transition: all 0.3s ease; } .btn-text { position: relative; z-index: 2; color: white; font-size: 16px; font-weight: 600; letter-spacing: 1px; } .btn-glow { position: absolute; top: 0; left: -100%; width: 100%; height: 100%; background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.4), transparent); transition: left 0.6s ease; } .btn-particles { position: absolute; width: 100%; height: 100%; top: 0; left: 0; pointer-events: none; } .login-btn:hover { transform: translateY(-2px); box-shadow: 0 10px 25px rgba(52, 152, 219, 0.4), 0 0 30px rgba(231, 76, 60, 0.3); } .login-btn:hover .btn-glow { left: 100%; } .login-btn:active { transform: translateY(0); }后端代码展示项目源码数据集下载链接完整代码在哔哩哔哩视频下方简介内获取基于YOLOv8/v10/v11/v12与SpringBoot的前后端分离疲劳驾驶识别检测系统DeepSeek智能分析web交互界面_哔哩哔哩_bilibili基于YOLOv8/v10/v11/v12与SpringBoot的前后端分离疲劳驾驶识别检测系统DeepSeek智能分析web交互界面_哔哩哔哩_bilibilihttps://www.bilibili.com/video/BV1V4kBBqE6H?vd_source549d0b4e2b8999929a61a037fcce3b0fspm_id_from333.788.videopod.sectionshttps://www.bilibili.com/video/BV1V4kBBqE6H项目安装教程https://www.bilibili.com/video/BV1YLsXzJE2X/?spm_id_from333.1387.homepage.video_card.clickYOLOspring bootvue项目环境部署教程YOLOv8、YOLOv10、YOLOv11、YOLOv12_哔哩哔哩_bilibilihttps://www.bilibili.com/video/BV1YLsXzJE2X/?spm_id_from333.1387.homepage.video_card.clickvd_source549d0b4e2b8999929a61a037fcce3b0f