流程走通。（效果不行:数据集和数据标注都比较少）

start_visiofirm.ps1

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+# VisioFirm 一键启动脚本
+Write-Host "========================================" -ForegroundColor Cyan
+Write-Host "       正在启动 VisioFirm..." -ForegroundColor Cyan
+Write-Host "========================================" -ForegroundColor Cyan
+Write-Host ""
+
+# 设置 UTF-8 环境变量（解决 Windows 中文环境编码问题）
+$env:PYTHONUTF8 = 1
+Write-Host "[1/4] 已设置 PYTHONUTF8=1" -ForegroundColor Green
+
+# 检查 Conda 是否可用
+try {
+    $condaVersion = conda --version 2>&1
+    Write-Host "[2/4] Conda 已检测到: $condaVersion" -ForegroundColor Green
+} catch {
+    Write-Host "[错误] 未检测到 Conda，请先安装 Anaconda 或 Miniconda" -ForegroundColor Red
+    Read-Host "按任意键退出"
+    exit 1
+}
+
+# 激活 Conda 环境
+Write-Host "[3/4] 正在激活 Conda 环境 (yolo_demo)..." -ForegroundColor Green
+conda activate yolo_demo
+if ($LASTEXITCODE -ne 0) {
+    Write-Host "[警告] 激活环境时可能存在问题，但将继续尝试..." -ForegroundColor Yellow
+}
+
+# 检查 VisioFirm 是否已安装
+try {
+    $visiofirmInstalled = python -c "import visiofirm; print('OK')" 2>&1
+    if ($visiofirmInstalled -eq 'OK') {
+        Write-Host "[4/4] VisioFirm 已安装" -ForegroundColor Green
+    }
+} catch {
+    Write-Host "[提示] 正在尝试安装 VisioFirm..." -ForegroundColor Yellow
+    pip install visiofirm
+}
+
+Write-Host ""
+Write-Host "🎉 VisioFirm 即将启动！" -ForegroundColor Yellow
+Write-Host "📱 请在浏览器中打开: http://localhost:8000" -ForegroundColor Yellow
+Write-Host ""
+Write-Host "按 Ctrl+C 停止服务器" -ForegroundColor Gray
+Write-Host ""
+Write-Host "========================================" -ForegroundColor Cyan
+Write-Host ""
+
+# 启动 VisioFirm
+visiofirm