diff --git a/src/App.vue b/src/App.vue
index dcbe322..68141f9 100644
--- a/src/App.vue
+++ b/src/App.vue
@@ -1,9 +1,14 @@
 <script setup lang="ts">
+import { computed } from 'vue'
 import { NConfigProvider, NDialogProvider, NGlobalStyle, NMessageProvider, NNotificationProvider } from 'naive-ui'
+import { useRoute } from 'vue-router'
 import AppHeader from '@/components/layout/AppHeader.vue'
 import { openCloudThemeOverrides } from '@/lib/theme'
 import { Analytics } from "@vercel/analytics/vue"
 import { SpeedInsights } from "@vercel/speed-insights/vue"
+
+const route = useRoute()
+const showAppHeader = computed(() => route.name !== 'admin')
 </script>
 
 <template>
@@ -13,7 +18,7 @@ import { SpeedInsights } from "@vercel/speed-insights/vue"
       <NNotificationProvider>
         <NMessageProvider>
           <div class="oc-app-shell">
-            <AppHeader />
+            <AppHeader v-if="showAppHeader" />
             <main class="relative flex-1">
               <div class="oc-app-grid"></div>
               <div class="relative">
diff --git a/src/views/admin/AdminView.vue b/src/views/admin/AdminView.vue
index 742873a..352e58c 100644
--- a/src/views/admin/AdminView.vue
+++ b/src/views/admin/AdminView.vue
@@ -1,7 +1,27 @@
 <script setup lang="ts">
-import { computed, onMounted, ref, watch } from 'vue'
-import { NAlert, NButton, NEmpty, NIcon, NSkeleton, NTag, useMessage } from 'naive-ui'
-import { Check, Eye, EyeOff, Refresh, Trash, X } from '@vicons/tabler'
+import { computed, onMounted, ref, watch, type Component } from 'vue'
+import { NAlert, NButton, NEmpty, NIcon, NPopover, NSkeleton, NTag, useMessage } from 'naive-ui'
+import {
+  Check,
+  ChevronUp,
+  ClipboardCheck,
+  Dashboard,
+  Eye,
+  EyeOff,
+  Home,
+  LayoutSidebarLeftCollapse,
+  LayoutSidebarLeftExpand,
+  Logout,
+  Photo,
+  Refresh,
+  Settings,
+  Shield,
+  Trash,
+  UserCircle,
+  Users,
+  X,
+} from '@vicons/tabler'
+import { useRouter } from 'vue-router'
 import ImageDetailModal from '@/components/cloud/ImageDetailModal.vue'
 import MiniLocationMap from '@/components/cloud/MiniLocationMap.vue'
 import { apiRequest } from '@/lib/api'
@@ -45,8 +65,11 @@ interface DashboardStats {
 
 const authStore = useAuthStore()
 const message = useMessage()
+const router = useRouter()
 
 const activeTab = ref<AdminTab>('dashboard')
+const sidebarCollapsed = ref(false)
+const accountMenuOpen = ref(false)
 const loading = ref(true)
 const actionLoading = ref(false)
 const loadError = ref('')
@@ -62,6 +85,7 @@ const dashboardStats = ref<DashboardStats>({
 const users = ref<Profile[]>([])
 const images = ref<AdminCloud[]>([])
 const selectedReviewIds = ref<Set<string>>(new Set())
+const activeReviewId = ref<string | null>(null)
 const selectedImageIds = ref<Set<string>>(new Set())
 const imageFilter = ref<ImageFilter>('all')
 const selectedImage = ref<AdminCloud | null>(null)
@@ -79,18 +103,29 @@ const statusMeta = {
 } satisfies Record<CloudStatus, { label: string; chip: string }>
 
 const tabs = [
-  { key: 'dashboard', label: '数据看板' },
-  { key: 'review', label: '内容审核' },
-  { key: 'users', label: '用户管理' },
-  { key: 'images', label: '图片管理' },
-] satisfies Array<{ key: AdminTab; label: string }>
+  { key: 'dashboard', label: '数据看板', description: '运行概览与内容分布', icon: Dashboard },
+  { key: 'review', label: '内容审核', description: '处理待审核上传', icon: ClipboardCheck },
+  { key: 'users', label: '用户管理', description: '角色与账号状态', icon: Users },
+  { key: 'images', label: '图片管理', description: '内容状态与可见性', icon: Photo },
+] satisfies Array<{ key: AdminTab; label: string; description: string; icon: Component }>
 
 const pendingImages = computed(() => images.value.filter(item => item.status === 'pending'))
+const activeReviewImage = computed(() =>
+  pendingImages.value.find(item => item.id === activeReviewId.value) ?? pendingImages.value[0] ?? null,
+)
+const activeReviewPosition = computed(() => {
+  if (!activeReviewImage.value) return 0
+  return pendingImages.value.findIndex(item => item.id === activeReviewImage.value?.id) + 1
+})
+const activeTabMeta = computed(() => tabs.find(tab => tab.key === activeTab.value) ?? tabs[0])
 const filteredImages = computed(() => {
   if (imageFilter.value === 'all') return images.value
   return images.value.filter(item => item.status === imageFilter.value)
 })
 const selectedManagedCount = computed(() => selectedImageIds.value.size)
+const displayUsername = computed(() => authStore.profile?.username || authStore.user?.email || '管理员')
+const userEmail = computed(() => authStore.user?.email || '未绑定邮箱')
+const displayInitial = computed(() => displayUsername.value.slice(0, 1).toUpperCase())
 
 watch(imageFilter, () => {
   setSelectedImageIds([])
@@ -107,6 +142,35 @@ const cloudTypeStats = computed(() => {
     .slice(0, 8)
 })
 
+const reviewedCount = computed(() => dashboardStats.value.approved + dashboardStats.value.rejected)
+const approvalRate = computed(() => getPercentage(dashboardStats.value.approved, reviewedCount.value))
+const publicImageCount = computed(() => Math.max(0, dashboardStats.value.images - dashboardStats.value.hidden))
+const recentImages = computed(() => images.value.slice(0, 5))
+const cloudTypeMaxCount = computed(() => Math.max(1, ...cloudTypeStats.value.map(item => item.count)))
+const reviewStatusStats = computed(() => [
+  {
+    key: 'approved',
+    label: '已通过',
+    count: dashboardStats.value.approved,
+    bar: 'bg-emerald-500',
+    text: 'text-emerald-700',
+  },
+  {
+    key: 'pending',
+    label: '待审核',
+    count: dashboardStats.value.pending,
+    bar: 'bg-amber-400',
+    text: 'text-amber-700',
+  },
+  {
+    key: 'rejected',
+    label: '已拒绝',
+    count: dashboardStats.value.rejected,
+    bar: 'bg-rose-400',
+    text: 'text-rose-700',
+  },
+])
+
 const selectedReviewCount = computed(() => selectedReviewIds.value.size)
 
 function toAdminCloud(row: ApiCloud): AdminCloud {
@@ -146,6 +210,11 @@ function formatCoordinate(value: number | null) {
   return value === null ? '未记录' : value.toFixed(2)
 }
 
+function getPercentage(value: number, total: number) {
+  if (!total) return 0
+  return Math.round(value / total * 100)
+}
+
 function getErrorMessage(error: unknown, fallback: string) {
   return error instanceof Error ? error.message : fallback
 }
@@ -403,118 +472,375 @@ async function toggleUserDisabled(user: Profile) {
   }
 }
 
+function toggleSidebar() {
+  accountMenuOpen.value = false
+  sidebarCollapsed.value = !sidebarCollapsed.value
+}
+
+async function handleLogout() {
+  accountMenuOpen.value = false
+  try {
+    await authStore.logout()
+  } finally {
+    await router.push('/')
+  }
+}
+
 onMounted(loadAdminData)
 </script>
 
 <template>
   <div class="min-h-screen bg-[linear-gradient(180deg,#f8fafc_0%,#eef6ff_55%,#f8fafc_100%)]">
-    <section class="border-b border-slate-200 bg-white/82 backdrop-blur">
-      <div class="mx-auto max-w-7xl px-4 py-10">
-        <div class="flex flex-col gap-5 lg:flex-row lg:items-end lg:justify-between">
-          <div>
-            <p class="text-sm font-semibold uppercase tracking-[0.24em] text-sky-700">Admin Console</p>
-            <h1 class="mt-3 text-4xl font-bold text-slate-950">管理后台</h1>
-            <!-- <p class="mt-4 max-w-2xl text-sm leading-7 text-slate-600">
-              集中处理社区云图审核、图片可见性、用户角色和运行数据。所有操作都由 FastAPI 服务统一处理。
-            </p> -->
+    <div
+      class="min-h-screen w-full transition-[grid-template-columns] duration-200 ease-out lg:grid"
+      :class="sidebarCollapsed
+        ? 'lg:grid-cols-[88px_minmax(0,1fr)]'
+        : 'lg:grid-cols-[280px_minmax(0,1fr)]'"
+    >
+      <aside
+        class="relative border-b border-slate-200 bg-white/90 px-4 py-4 backdrop-blur lg:sticky lg:top-0 lg:flex lg:h-screen lg:flex-col lg:border-b-0 lg:border-r lg:px-5 lg:py-5"
+      >
+        <div class="flex items-center">
+          <div class="flex min-w-0 items-center gap-3">
+            <span class="flex h-10 w-10 shrink-0 items-center justify-center border border-sky-200 bg-sky-50 text-sky-800 shadow-[3px_3px_0_0_rgba(14,165,233,0.12)]">
+              <NIcon size="22"><Shield /></NIcon>
+            </span>
+            <span
+              class="min-w-0 overflow-hidden whitespace-nowrap transition-[max-width,opacity] duration-200 ease-out"
+              :class="sidebarCollapsed
+                ? 'lg:max-w-0 lg:opacity-0'
+                : 'lg:max-w-[168px] lg:opacity-100'"
+            >
+              <span class="block whitespace-nowrap text-xs font-semibold uppercase tracking-[0.2em] text-sky-700">Admin Console</span>
+              <span class="mt-1 block whitespace-nowrap text-lg font-bold text-slate-950">管理工作台</span>
+            </span>
           </div>
+        </div>
 
-          <NButton secondary strong type="default" class="oc-panel-button oc-panel-button--neutral" :loading="loading" @click="loadAdminData">
+        <button
+          type="button"
+          class="hidden h-8 w-8 items-center justify-center border border-slate-200 bg-white text-slate-500 shadow-[3px_3px_0_0_rgba(15,23,42,0.06)] transition-colors hover:border-teal-200 hover:bg-teal-50 hover:text-teal-800 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-teal-600 lg:absolute lg:-right-4 lg:top-6 lg:z-20 lg:flex"
+          :aria-label="sidebarCollapsed ? '展开侧边栏' : '折叠侧边栏'"
+          :aria-expanded="!sidebarCollapsed"
+          :title="sidebarCollapsed ? '展开侧边栏' : '折叠侧边栏'"
+          @click="toggleSidebar"
+        >
+          <NIcon size="18">
+            <LayoutSidebarLeftExpand v-if="sidebarCollapsed" />
+            <LayoutSidebarLeftCollapse v-else />
+          </NIcon>
+        </button>
+
+        <nav aria-label="后台管理分区" class="mt-4 flex gap-2 overflow-x-auto pb-1 lg:mt-7 lg:block lg:space-y-2 lg:overflow-visible lg:pb-0">
+          <button
+            v-for="tab in tabs"
+            :key="tab.key"
+            type="button"
+            class="group relative flex min-w-[150px] items-center gap-3 overflow-hidden border px-3 py-3 text-left transition-[background-color,border-color,color,box-shadow] focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-teal-600 focus-visible:ring-offset-2 lg:w-full lg:min-w-0"
+            :class="activeTab === tab.key
+              ? 'border-teal-200 bg-teal-50 text-teal-900 shadow-[3px_3px_0_0_rgba(20,184,166,0.14)]'
+              : 'border-transparent bg-white text-slate-600 hover:border-slate-200 hover:bg-slate-50 hover:text-slate-950'"
+            :aria-current="activeTab === tab.key ? 'page' : undefined"
+            :aria-label="tab.label"
+            :title="sidebarCollapsed ? tab.label : undefined"
+            @click="activeTab = tab.key"
+          >
+            <NIcon size="22" class="shrink-0">
+              <component :is="tab.icon" />
+            </NIcon>
+            <span
+              class="min-w-0 flex-1 overflow-hidden whitespace-nowrap transition-[max-width,opacity] duration-200 ease-out"
+              :class="sidebarCollapsed
+                ? 'lg:max-w-0 lg:opacity-0'
+                : 'lg:max-w-[190px] lg:opacity-100'"
+            >
+              <span class="block whitespace-nowrap text-sm font-semibold">{{ tab.label }}</span>
+              <span class="mt-0.5 hidden truncate text-xs text-slate-500 lg:block">{{ tab.description }}</span>
+            </span>
+            <span
+              v-if="tab.key === 'review' && dashboardStats.pending"
+              class="inline-flex min-w-6 justify-center border border-amber-200 bg-amber-100 px-1.5 py-0.5 text-xs font-semibold text-amber-800"
+              :class="sidebarCollapsed ? 'lg:absolute lg:right-0 lg:top-0 lg:min-w-4 lg:px-1 lg:text-[10px]' : ''"
+            >
+              {{ dashboardStats.pending }}
+            </span>
+          </button>
+        </nav>
+
+        <div class="mt-4 flex gap-2 border-t border-slate-100 pt-3 lg:mt-auto lg:block lg:space-y-2 lg:border-t-0 lg:pt-0">
+          <NPopover
+            v-model:show="accountMenuOpen"
+            trigger="click"
+            placement="top-start"
+            :show-arrow="false"
+            raw
+          >
+            <template #trigger>
+              <button
+                type="button"
+                class="flex h-14 min-w-0 flex-1 items-center gap-3 overflow-hidden border px-3 py-2 text-left transition-[background-color,border-color,color,box-shadow] focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-teal-600 lg:w-full"
+                :class="accountMenuOpen
+                  ? 'border-teal-200 bg-teal-50 text-teal-800 shadow-[3px_3px_0_0_rgba(20,184,166,0.12)]'
+                  : 'border-slate-200 bg-slate-50 text-slate-700 hover:border-teal-200 hover:bg-teal-50 hover:text-teal-800'"
+                aria-label="打开管理员账户菜单"
+                aria-haspopup="menu"
+                :aria-expanded="accountMenuOpen"
+                :title="sidebarCollapsed ? displayUsername : undefined"
+              >
+                <NIcon size="22" class="shrink-0"><UserCircle /></NIcon>
+                <span
+                  class="min-w-0 flex-1 overflow-hidden whitespace-nowrap transition-[max-width,opacity] duration-200 ease-out"
+                  :class="sidebarCollapsed
+                    ? 'lg:max-w-0 lg:opacity-0'
+                    : 'lg:max-w-[145px] lg:opacity-100'"
+                >
+                  <span class="block truncate text-sm font-semibold text-slate-900">{{ displayUsername }}</span>
+                  <span class="mt-0.5 block text-xs text-slate-500">管理员账户</span>
+                </span>
+                <span
+                  class="overflow-hidden transition-[max-width,opacity] duration-200 ease-out"
+                  :class="sidebarCollapsed
+                    ? 'lg:max-w-0 lg:opacity-0'
+                    : 'lg:max-w-4 lg:opacity-100'"
+                >
+                  <NIcon size="16" class="shrink-0 transition-transform" :class="accountMenuOpen ? 'rotate-180' : ''">
+                    <ChevronUp />
+                  </NIcon>
+                </span>
+              </button>
+            </template>
+
+            <div
+              class="w-64 border border-slate-200 bg-white shadow-[8px_8px_0_0_rgba(15,23,42,0.08)]"
+              role="menu"
+              aria-label="管理员账户"
+            >
+              <div class="border-b border-slate-200 bg-[linear-gradient(180deg,#f0fdfa_0%,#ffffff_100%)] px-4 py-4">
+                <div class="flex items-center gap-3">
+                  <div class="flex h-11 w-11 shrink-0 items-center justify-center border border-teal-200 bg-[linear-gradient(135deg,#ecfeff_0%,#ccfbf1_100%)] text-lg font-bold text-teal-800">
+                    {{ displayInitial }}
+                  </div>
+                  <div class="min-w-0">
+                    <p class="truncate text-sm font-semibold text-slate-950">@{{ displayUsername }}</p>
+                    <p class="mt-1 truncate text-xs text-slate-500">{{ userEmail }}</p>
+                  </div>
+                </div>
+              </div>
+
+              <div class="py-2">
+                <RouterLink
+                  to="/profile"
+                  class="flex items-center gap-3 px-4 py-2.5 text-sm font-medium text-slate-700 transition-colors hover:bg-teal-50 hover:text-teal-800 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-teal-600"
+                  role="menuitem"
+                  @click="accountMenuOpen = false"
+                >
+                  <NIcon size="18"><UserCircle /></NIcon>
+                  <span>个人中心</span>
+                </RouterLink>
+                <RouterLink
+                  to="/profile/settings"
+                  class="flex items-center gap-3 px-4 py-2.5 text-sm font-medium text-slate-700 transition-colors hover:bg-teal-50 hover:text-teal-800 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-teal-600"
+                  role="menuitem"
+                  @click="accountMenuOpen = false"
+                >
+                  <NIcon size="18"><Settings /></NIcon>
+                  <span>账号设置</span>
+                </RouterLink>
+              </div>
+
+              <div class="border-t border-slate-200 p-2">
+                <button
+                  type="button"
+                  class="flex w-full items-center gap-3 px-2 py-2.5 text-left text-sm font-medium text-rose-600 transition-colors hover:bg-rose-50 hover:text-rose-700 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-rose-500"
+                  role="menuitem"
+                  @click="handleLogout"
+                >
+                  <NIcon size="18"><Logout /></NIcon>
+                  <span>登出</span>
+                </button>
+              </div>
+            </div>
+          </NPopover>
+          <RouterLink
+            to="/"
+            class="flex h-[46px] shrink-0 items-center justify-start gap-3 overflow-hidden border border-slate-200 bg-white px-3 text-sm font-semibold text-slate-700 shadow-[3px_3px_0_0_rgba(15,23,42,0.06)] transition-colors hover:border-sky-200 hover:bg-sky-50 hover:text-sky-800 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-sky-600 lg:w-full"
+            title="返回主页"
+          >
+            <NIcon size="20" class="shrink-0"><Home /></NIcon>
+            <span
+              class="overflow-hidden whitespace-nowrap transition-[max-width,opacity] duration-200 ease-out"
+              :class="sidebarCollapsed
+                ? 'lg:max-w-0 lg:opacity-0'
+                : 'lg:max-w-[100px] lg:opacity-100'"
+            >
+              返回主页
+            </span>
+          </RouterLink>
+        </div>
+      </aside>
+
+      <main class="min-w-0 px-4 py-5 sm:px-6 lg:px-8 lg:py-6">
+        <div class="mb-5 flex min-h-10 items-center justify-between gap-3 border-b border-slate-200 pb-4">
+          <div class="flex min-w-0 items-center gap-2 text-slate-700">
+            <NIcon size="18" class="shrink-0">
+              <component :is="activeTabMeta.icon" />
+            </NIcon>
+            <span class="truncate text-sm font-semibold">{{ activeTabMeta.label }}</span>
+          </div>
+          <NButton
+            secondary
+            strong
+            type="default"
+            size="small"
+            class="oc-panel-button oc-panel-button--neutral"
+            :loading="loading"
+            @click="loadAdminData"
+          >
             <template #icon>
               <NIcon><Refresh /></NIcon>
             </template>
             刷新数据
           </NButton>
         </div>
-      </div>
-    </section>
 
-    <main class="mx-auto max-w-7xl px-4 py-8">
-      <NAlert
-        v-if="loadError"
-        class="mb-6"
-        type="error"
-        :show-icon="false"
-        :bordered="false"
-        title="后台操作失败"
-      >
-        {{ loadError }}
-      </NAlert>
+        <NAlert
+          v-if="loadError"
+          class="mb-6"
+          type="error"
+          :show-icon="false"
+          :bordered="false"
+          title="后台操作失败"
+        >
+          {{ loadError }}
+        </NAlert>
 
-      <section v-if="loading" class="grid gap-4 md:grid-cols-4">
-        <div v-for="n in 8" :key="n" class="border border-slate-200 bg-white p-5">
-          <NSkeleton class="h-4 w-1/2" />
-          <NSkeleton class="mt-4 h-8 w-2/3" />
-          <NSkeleton class="mt-3 h-3 w-full" />
-        </div>
-      </section>
-
-      <template v-else>
-        <section class="grid gap-3 md:grid-cols-4">
-          <button
-            v-for="tab in tabs"
-            :key="tab.key"
-            type="button"
-            class="border px-5 py-4 text-left transition-colors"
-            :class="activeTab === tab.key ? 'border-sky-500 bg-sky-50 text-sky-900' : 'border-slate-200 bg-white text-slate-600 hover:border-slate-400'"
-            @click="activeTab = tab.key"
-          >
-            <span class="text-sm font-semibold">{{ tab.label }}</span>
-            <span v-if="tab.key === 'review'" class="ml-2 text-xs text-amber-600">{{ dashboardStats.pending }}</span>
-          </button>
+        <section v-if="loading" class="grid gap-4 md:grid-cols-2 xl:grid-cols-4">
+          <div v-for="n in 8" :key="n" class="border border-slate-200 bg-white p-5">
+            <NSkeleton class="h-4 w-1/2" />
+            <NSkeleton class="mt-4 h-8 w-2/3" />
+            <NSkeleton class="mt-3 h-3 w-full" />
+          </div>
         </section>
 
-        <section v-if="activeTab === 'dashboard'" class="mt-6 space-y-6">
-          <div class="grid gap-4 md:grid-cols-4">
-            <div class="border border-slate-200 bg-white p-5">
-              <p class="text-sm text-slate-500">总用户数</p>
-              <p class="mt-3 text-3xl font-bold text-slate-950">{{ dashboardStats.users }}</p>
+        <template v-else>
+        <section v-if="activeTab === 'dashboard'" class="space-y-5">
+          <div class="grid gap-4 xl:grid-cols-[1.35fr_0.65fr]">
+            <div
+              class="flex flex-col justify-between gap-5 border p-6 sm:flex-row sm:items-center"
+              :class="dashboardStats.pending
+                ? 'border-amber-200 bg-[linear-gradient(135deg,#fffbeb_0%,#fff_52%,#f0fdfa_100%)] shadow-[5px_5px_0_0_rgba(245,158,11,0.12)]'
+                : 'border-teal-200 bg-[linear-gradient(135deg,#f0fdfa_0%,#fff_55%,#eff6ff_100%)] shadow-[5px_5px_0_0_rgba(20,184,166,0.10)]'"
+            >
+              <div class="flex items-center gap-5">
+                <div
+                  class="flex h-20 w-20 shrink-0 items-center justify-center border font-mono text-3xl font-bold"
+                  :class="dashboardStats.pending ? 'border-amber-300 bg-amber-100 text-amber-900' : 'border-teal-200 bg-teal-100 text-teal-900'"
+                >
+                  {{ dashboardStats.pending }}
+                </div>
+                <div>
+                  <p class="text-xs font-semibold uppercase tracking-[0.2em]" :class="dashboardStats.pending ? 'text-amber-700' : 'text-teal-700'">
+                    {{ dashboardStats.pending ? 'Priority Queue' : 'Queue Cleared' }}
+                  </p>
+                  <h3 class="mt-2 text-xl font-bold text-slate-950">
+                    {{ dashboardStats.pending ? '待审核内容需要处理' : '审核队列已经清空' }}
+                  </h3>
+                  <p class="mt-2 text-sm leading-6 text-slate-600">
+                    {{ dashboardStats.pending
+                      ? `当前占全部内容的 ${getPercentage(dashboardStats.pending, dashboardStats.images)}%，建议优先核对图片与拍摄信息。`
+                      : '当前没有待处理上传，可以继续检查隐藏内容与近期提交。' }}
+                  </p>
+                </div>
+              </div>
+              <NButton
+                type="default"
+                secondary
+                strong
+                class="oc-panel-button oc-panel-button--amber shrink-0"
+                :disabled="!dashboardStats.pending"
+                @click="activeTab = 'review'"
+              >
+                进入审核队列
+              </NButton>
             </div>
-            <div class="border border-slate-200 bg-white p-5">
-              <p class="text-sm text-slate-500">图片总数</p>
-              <p class="mt-3 text-3xl font-bold text-slate-950">{{ dashboardStats.images }}</p>
-            </div>
-            <div class="border border-slate-200 bg-white p-5">
-              <p class="text-sm text-slate-500">今日上传</p>
-              <p class="mt-3 text-3xl font-bold text-slate-950">{{ dashboardStats.todayUploads }}</p>
-            </div>
-            <div class="border border-amber-200 bg-amber-50 p-5">
-              <p class="text-sm text-amber-700">待审核</p>
-              <p class="mt-3 text-3xl font-bold text-amber-900">{{ dashboardStats.pending }}</p>
+
+            <div class="grid grid-cols-2 border border-slate-200 bg-white">
+              <div class="border-b border-r border-slate-100 p-4">
+                <p class="text-xs font-medium text-slate-500">今日上传</p>
+                <p class="mt-2 text-2xl font-bold text-sky-800">{{ dashboardStats.todayUploads }}</p>
+              </div>
+              <div class="border-b border-slate-100 p-4">
+                <p class="text-xs font-medium text-slate-500">审核通过率</p>
+                <p class="mt-2 text-2xl font-bold text-teal-800">{{ approvalRate }}%</p>
+              </div>
+              <div class="border-r border-slate-100 p-4">
+                <p class="text-xs font-medium text-slate-500">公开图片</p>
+                <p class="mt-2 text-2xl font-bold text-slate-950">{{ publicImageCount }}</p>
+              </div>
+              <div class="p-4">
+                <p class="text-xs font-medium text-slate-500">社区用户</p>
+                <p class="mt-2 text-2xl font-bold text-slate-950">{{ dashboardStats.users }}</p>
+              </div>
             </div>
           </div>
 
-          <div class="grid gap-6 lg:grid-cols-[1fr_1.2fr]">
-            <div class="border border-slate-200 bg-white p-6">
-              <h2 class="text-xl font-bold text-slate-950">审核状态</h2>
-              <div class="mt-5 grid gap-3">
-                <div class="flex items-center justify-between border border-slate-100 bg-slate-50 px-4 py-3">
-                  <span class="text-sm text-slate-600">已通过</span>
-                  <span class="font-semibold text-emerald-700">{{ dashboardStats.approved }}</span>
+          <div class="grid gap-5 lg:grid-cols-[1.05fr_0.95fr]">
+            <div class="border border-slate-200 bg-white p-5 sm:p-6">
+              <div class="flex items-start justify-between gap-4">
+                <div>
+                  <p class="oc-section-label">Review Health</p>
+                  <h3 class="mt-2 text-xl font-bold text-slate-950">审核健康度</h3>
                 </div>
-                <div class="flex items-center justify-between border border-slate-100 bg-slate-50 px-4 py-3">
-                  <span class="text-sm text-slate-600">已拒绝</span>
-                  <span class="font-semibold text-rose-700">{{ dashboardStats.rejected }}</span>
+                <div class="text-right">
+                  <p class="text-3xl font-bold text-teal-800">{{ approvalRate }}%</p>
+                  <p class="mt-1 text-xs text-slate-500">{{ reviewedCount }} 张已完成审核</p>
                 </div>
-                <div class="flex items-center justify-between border border-slate-100 bg-slate-50 px-4 py-3">
-                  <span class="text-sm text-slate-600">隐藏图片</span>
-                  <span class="font-semibold text-slate-900">{{ dashboardStats.hidden }}</span>
+              </div>
+
+              <div class="mt-6 flex h-3 overflow-hidden bg-slate-100" role="img" aria-label="审核状态分布">
+                <div
+                  v-for="item in reviewStatusStats"
+                  :key="item.key"
+                  :class="item.bar"
+                  :style="{ width: `${getPercentage(item.count, dashboardStats.images)}%` }"
+                ></div>
+              </div>
+              <div class="mt-5 grid gap-3 sm:grid-cols-3">
+                <div v-for="item in reviewStatusStats" :key="item.key" class="border border-slate-100 bg-slate-50 p-3">
+                  <div class="flex items-center gap-2">
+                    <span class="h-2 w-2" :class="item.bar"></span>
+                    <span class="text-xs font-medium text-slate-500">{{ item.label }}</span>
+                  </div>
+                  <div class="mt-2 flex items-end justify-between gap-2">
+                    <span class="text-xl font-bold" :class="item.text">{{ item.count }}</span>
+                    <span class="pb-0.5 text-xs text-slate-400">{{ getPercentage(item.count, dashboardStats.images) }}%</span>
+                  </div>
                 </div>
               </div>
+              <div class="mt-5 flex items-center justify-between border-t border-slate-100 pt-4 text-sm">
+                <span class="text-slate-500">隐藏内容（与审核状态独立）</span>
+                <span class="font-semibold text-slate-800">{{ dashboardStats.hidden }} 张</span>
+              </div>
             </div>
 
-            <div class="border border-slate-200 bg-white p-6">
-              <h2 class="text-xl font-bold text-slate-950">云型分布</h2>
-              <div v-if="cloudTypeStats.length" class="mt-5 space-y-3">
+            <div class="border border-slate-200 bg-white p-5 sm:p-6">
+              <div>
+                <p class="oc-section-label">Cloud Type Mix</p>
+                <h3 class="mt-2 text-xl font-bold text-slate-950">云型分布</h3>
+                <p class="mt-2 text-xs text-slate-500">基于最近加载的 {{ images.length }} 张内容，按最高频云型对比。</p>
+              </div>
+              <div v-if="cloudTypeStats.length" class="mt-5 space-y-3.5">
                 <div v-for="item in cloudTypeStats" :key="item.name">
-                  <div class="mb-1 flex items-center justify-between text-sm">
-                    <span class="text-slate-600">{{ item.name }}</span>
-                    <span class="font-medium text-slate-900">{{ item.count }}</span>
+                  <div class="mb-1.5 flex items-center justify-between gap-3 text-sm">
+                    <span class="truncate text-slate-600">{{ item.name }}</span>
+                    <span class="shrink-0 font-mono text-xs font-medium text-slate-700">
+                      {{ item.count }} / {{ getPercentage(item.count, images.length) }}%
+                    </span>
                   </div>
                   <div class="h-2 bg-slate-100">
                     <div
                       class="h-full bg-sky-500"
-                      :style="{ width: `${Math.max(8, item.count / Math.max(1, dashboardStats.images) * 100)}%` }"
+                      :style="{ width: `${item.count / cloudTypeMaxCount * 100}%` }"
                     ></div>
                   </div>
                 </div>
@@ -522,9 +848,41 @@ onMounted(loadAdminData)
               <NEmpty v-else class="py-6" description="暂无图片数据" />
             </div>
           </div>
+
+          <div class="border border-slate-200 bg-white">
+            <div class="flex items-end justify-between gap-4 border-b border-slate-200 px-5 py-4">
+              <div>
+                <p class="oc-section-label">Latest Activity</p>
+                <h3 class="mt-2 text-xl font-bold text-slate-950">最近上传</h3>
+              </div>
+              <button type="button" class="text-sm font-medium text-sky-700 hover:text-sky-900" @click="activeTab = 'images'">
+                查看全部图片
+              </button>
+            </div>
+            <div v-if="recentImages.length" class="divide-y divide-slate-100">
+              <button
+                v-for="item in recentImages"
+                :key="item.id"
+                type="button"
+                class="grid w-full grid-cols-[52px_minmax(0,1fr)_auto] items-center gap-3 px-5 py-3 text-left transition-colors hover:bg-sky-50/60 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-sky-600 sm:grid-cols-[52px_minmax(0,1fr)_minmax(120px,0.5fr)_auto]"
+                @click="selectedImage = item"
+              >
+                <img :src="item.thumbnail_url || item.image_url" :alt="item.cloudTypeName" class="h-11 w-13 object-cover" />
+                <span class="min-w-0">
+                  <span class="block truncate text-sm font-semibold text-slate-900">{{ item.cloudTypeName }}</span>
+                  <span class="mt-0.5 block truncate text-xs text-slate-500">{{ item.username }} · {{ item.location_name || '未填写位置' }}</span>
+                </span>
+                <span class="hidden truncate text-xs text-slate-500 sm:block">{{ formatDateTime(item.created_at) }}</span>
+                <span class="border px-2 py-1 text-xs font-medium" :class="statusMeta[item.status].chip">
+                  {{ statusMeta[item.status].label }}
+                </span>
+              </button>
+            </div>
+            <NEmpty v-else class="py-8" description="暂无上传记录" />
+          </div>
         </section>
 
-        <section v-else-if="activeTab === 'review'" class="mt-6">
+        <section v-else-if="activeTab === 'review'">
           <div class="mb-4 flex flex-col gap-3 border border-slate-200 bg-white p-4 md:flex-row md:items-center md:justify-between">
             <div>
               <h2 class="text-xl font-bold text-slate-950">待审核队列</h2>
@@ -534,64 +892,200 @@ onMounted(loadAdminData)
               <NButton secondary strong type="default" class="oc-panel-button oc-panel-button--neutral" @click="toggleAllPendingSelection">
                 {{ selectedReviewCount === pendingImages.length && pendingImages.length ? '取消全选' : '全选待审核' }}
               </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--teal"
-                :disabled="!selectedReviewCount"
-                :loading="actionLoading"
-                @click="updateCloudStatus(Array.from(selectedReviewIds), 'approved')"
-              >
-                批量通过 {{ selectedReviewCount || '' }}
-              </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--danger"
-                :disabled="!selectedReviewCount"
-                :loading="actionLoading"
-                @click="updateCloudStatus(Array.from(selectedReviewIds), 'rejected')"
-              >
-                批量拒绝 {{ selectedReviewCount || '' }}
-              </NButton>
+              <template v-if="selectedReviewCount">
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--teal"
+                  :loading="actionLoading"
+                  @click="updateCloudStatus(Array.from(selectedReviewIds), 'approved')"
+                >
+                  批量通过 {{ selectedReviewCount }}
+                </NButton>
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--danger"
+                  :loading="actionLoading"
+                  @click="updateCloudStatus(Array.from(selectedReviewIds), 'rejected')"
+                >
+                  批量拒绝 {{ selectedReviewCount }}
+                </NButton>
+              </template>
             </div>
           </div>
 
-          <div v-if="pendingImages.length" class="grid gap-4 lg:grid-cols-2">
-            <article v-for="item in pendingImages" :key="item.id" class="grid gap-4 border border-slate-200 bg-white p-4 md:grid-cols-[180px_minmax(0,1fr)]">
-              <button type="button" class="overflow-hidden bg-slate-100" @click="selectedImage = item">
-                <img :src="item.thumbnail_url || item.image_url" :alt="item.cloudTypeName" class="h-44 w-full object-cover transition-transform hover:scale-105" />
-              </button>
-              <div class="min-w-0">
-                <div class="flex items-start justify-between gap-3">
-                  <div>
-                    <p class="text-lg font-semibold text-slate-950">{{ item.cloudTypeName }}</p>
-                    <p class="oc-field-help">上传者：{{ item.username }}</p>
-                  </div>
+          <div v-if="activeReviewImage" class="grid min-w-0 gap-4 xl:grid-cols-[220px_minmax(0,1fr)]">
+            <aside class="min-w-0 self-start border border-slate-200 bg-white xl:sticky xl:top-20 xl:max-h-[calc(100vh-6rem)]">
+              <div class="flex items-center justify-between border-b border-slate-200 px-4 py-3">
+                <div>
+                  <p class="text-sm font-semibold text-slate-900">审核队列</p>
+                  <p class="mt-0.5 text-xs text-slate-500">{{ activeReviewPosition }} / {{ pendingImages.length }}</p>
+                </div>
+                <span class="border border-amber-200 bg-amber-100 px-2 py-1 text-xs font-semibold text-amber-800">
+                  {{ pendingImages.length }}
+                </span>
+              </div>
+              <div class="flex gap-2 overflow-x-auto p-2 xl:max-h-[calc(100vh-11rem)] xl:block xl:space-y-2 xl:overflow-y-auto">
+                <div
+                  v-for="(item, index) in pendingImages"
+                  :key="item.id"
+                  class="flex min-w-[210px] items-center gap-2 border p-2 transition-colors xl:min-w-0"
+                  :class="activeReviewImage.id === item.id
+                    ? 'border-teal-300 bg-teal-50'
+                    : 'border-transparent bg-white hover:border-slate-200 hover:bg-slate-50'"
+                >
+                  <button
+                    type="button"
+                    class="flex min-w-0 flex-1 items-center gap-3 text-left focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-teal-600"
+                    :aria-pressed="activeReviewImage.id === item.id"
+                    @click="activeReviewId = item.id"
+                  >
+                    <span class="relative shrink-0">
+                      <img :src="item.thumbnail_url || item.image_url" :alt="item.cloudTypeName" class="h-12 w-14 object-cover" />
+                      <span class="absolute left-0 top-0 bg-slate-950/80 px-1 font-mono text-[10px] text-white">{{ index + 1 }}</span>
+                    </span>
+                    <span class="min-w-0">
+                      <span class="block truncate text-sm font-semibold text-slate-900">{{ item.cloudTypeName }}</span>
+                      <span class="mt-1 block truncate text-xs text-slate-500">{{ item.username }}</span>
+                    </span>
+                  </button>
                   <input
                     type="checkbox"
-                    class="mt-1 h-5 w-5"
+                    class="h-5 w-5 shrink-0"
+                    :aria-label="`选择 ${item.cloudTypeName}`"
                     :checked="selectedReviewIds.has(item.id)"
                     @change="toggleReviewSelection(item.id)"
                   />
                 </div>
-                <p class="mt-3 text-sm text-slate-600">{{ item.location_name || '未填写位置' }} · {{ formatDateTime(item.created_at) }}</p>
-                <p class="mt-2 line-clamp-2 text-sm leading-6 text-slate-500">{{ item.description || '没有图片说明。' }}</p>
-                <div class="mt-4 flex flex-wrap gap-2">
-                  <NButton size="small" type="default" secondary strong class="oc-panel-button oc-panel-button--teal" :loading="actionLoading" @click="updateCloudStatus([item.id], 'approved')">
-                    <template #icon><NIcon><Check /></NIcon></template>
-                    通过
-                  </NButton>
-                  <NButton size="small" type="default" secondary strong class="oc-panel-button oc-panel-button--danger" :loading="actionLoading" @click="updateCloudStatus([item.id], 'rejected')">
-                    <template #icon><NIcon><X /></NIcon></template>
-                    拒绝
-                  </NButton>
-                  <NButton size="small" type="default" secondary strong class="oc-panel-button oc-panel-button--neutral" @click="selectedImage = item">查看大图</NButton>
+              </div>
+            </aside>
+
+            <div class="grid min-w-0 gap-4 lg:grid-cols-[minmax(0,1fr)_300px]">
+              <div class="min-w-0 space-y-4">
+                <div class="border border-slate-200 bg-white">
+                  <div class="flex items-center justify-between gap-4 border-b border-slate-200 px-4 py-3">
+                    <div class="min-w-0">
+                      <p class="truncate text-sm font-semibold text-slate-900">{{ activeReviewImage.cloudTypeName }}</p>
+                      <p class="mt-0.5 truncate text-xs text-slate-500">内容编号 {{ activeReviewImage.id }}</p>
+                    </div>
+                    <span class="shrink-0 whitespace-nowrap border px-2 py-1 text-xs font-medium" :class="rarityMeta[activeReviewImage.cloudTypeRarity].chip">
+                      {{ rarityMeta[activeReviewImage.cloudTypeRarity].label }}
+                    </span>
+                  </div>
+                  <button
+                    type="button"
+                    class="group flex min-h-[360px] w-full items-center justify-center overflow-hidden bg-slate-950 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-sky-500 sm:min-h-[480px]"
+                    aria-label="打开图片大图"
+                    @click="selectedImage = activeReviewImage"
+                  >
+                    <img
+                      :src="activeReviewImage.image_url"
+                      :alt="activeReviewImage.cloudTypeName"
+                      class="max-h-[620px] w-full object-contain transition-transform duration-300 group-hover:scale-[1.01]"
+                    />
+                  </button>
+                  <div class="flex items-center justify-between gap-4 border-t border-slate-200 bg-slate-50 px-4 py-3">
+                    <p class="text-xs text-slate-500">点击图片可查看原图与地图</p>
+                    <NButton size="small" type="default" secondary strong class="oc-panel-button oc-panel-button--neutral" @click="selectedImage = activeReviewImage">
+                      查看完整详情
+                    </NButton>
+                  </div>
+                </div>
+
+                <div class="border border-slate-200 bg-white p-5">
+                  <p class="oc-section-label">Uploader Notes</p>
+                  <h3 class="mt-2 text-lg font-bold text-slate-950">上传说明</h3>
+                  <p class="mt-3 text-sm leading-7 text-slate-700">
+                    {{ activeReviewImage.description || '上传者没有填写图片说明。' }}
+                  </p>
                 </div>
               </div>
-            </article>
+
+              <aside class="self-start border border-slate-200 bg-white lg:sticky lg:top-20">
+                <div class="border-b border-slate-200 bg-[linear-gradient(180deg,#fffbeb_0%,#fff_100%)] p-5">
+                  <p class="text-xs font-semibold uppercase tracking-[0.2em] text-amber-700">Review Decision</p>
+                  <h3 class="mt-2 text-xl font-bold text-slate-950">审核资料</h3>
+                  <p class="mt-2 text-xs leading-5 text-slate-500">核对图片内容、云型标注、时间与位置后作出决定。</p>
+                </div>
+
+                <dl class="divide-y divide-slate-100 px-5">
+                  <div class="py-3">
+                    <dt class="text-xs font-medium text-slate-400">上传者</dt>
+                    <dd class="mt-1 text-sm font-semibold text-slate-900">@{{ activeReviewImage.username }}</dd>
+                  </div>
+                  <div class="grid grid-cols-2 gap-3 py-3">
+                    <div>
+                      <dt class="text-xs font-medium text-slate-400">云型标注</dt>
+                      <dd class="mt-1 text-sm font-semibold text-slate-900">{{ activeReviewImage.cloudTypeName }}</dd>
+                    </div>
+                    <div>
+                      <dt class="text-xs font-medium text-slate-400">可见性</dt>
+                      <dd class="mt-1 text-sm font-semibold text-slate-900">{{ activeReviewImage.is_hidden ? '隐藏' : '公开' }}</dd>
+                    </div>
+                  </div>
+                  <div class="py-3">
+                    <dt class="text-xs font-medium text-slate-400">拍摄时间</dt>
+                    <dd class="mt-1 text-sm font-medium text-slate-800">{{ formatDateTime(activeReviewImage.captured_at) }}</dd>
+                  </div>
+                  <div class="py-3">
+                    <dt class="text-xs font-medium text-slate-400">上传时间</dt>
+                    <dd class="mt-1 text-sm font-medium text-slate-800">{{ formatDateTime(activeReviewImage.created_at) }}</dd>
+                  </div>
+                  <div class="py-3">
+                    <dt class="text-xs font-medium text-slate-400">位置名称</dt>
+                    <dd class="mt-1 text-sm font-medium text-slate-800">{{ activeReviewImage.location_name || '未填写位置名称' }}</dd>
+                  </div>
+                  <div class="py-3">
+                    <dt class="text-xs font-medium text-slate-400">模糊化坐标</dt>
+                    <dd class="mt-1 font-mono text-xs leading-5 text-slate-700">
+                      LAT {{ formatCoordinate(activeReviewImage.latitude) }}<br />
+                      LNG {{ formatCoordinate(activeReviewImage.longitude) }}
+                    </dd>
+                  </div>
+                </dl>
+
+                <div class="space-y-2 border-t border-slate-200 bg-slate-50 p-4">
+                  <NButton
+                    block
+                    size="large"
+                    type="default"
+                    secondary
+                    strong
+                    class="oc-panel-button oc-panel-button--teal"
+                    :loading="actionLoading"
+                    @click="updateCloudStatus([activeReviewImage.id], 'approved')"
+                  >
+                    <template #icon><NIcon><Check /></NIcon></template>
+                    通过并处理下一张
+                  </NButton>
+                  <NButton
+                    block
+                    size="large"
+                    type="default"
+                    secondary
+                    strong
+                    class="oc-panel-button oc-panel-button--danger"
+                    :loading="actionLoading"
+                    @click="updateCloudStatus([activeReviewImage.id], 'rejected')"
+                  >
+                    <template #icon><NIcon><X /></NIcon></template>
+                    拒绝并处理下一张
+                  </NButton>
+                  <label class="mt-3 flex cursor-pointer items-center gap-3 border border-slate-200 bg-white px-3 py-2.5 text-sm text-slate-600">
+                    <input
+                      type="checkbox"
+                      class="h-5 w-5"
+                      :checked="selectedReviewIds.has(activeReviewImage.id)"
+                      @change="toggleReviewSelection(activeReviewImage.id)"
+                    />
+                    加入批量选择
+                  </label>
+                </div>
+              </aside>
+            </div>
           </div>
 
           <div v-else class="border border-dashed border-slate-300 bg-white p-10">
@@ -599,7 +1093,7 @@ onMounted(loadAdminData)
           </div>
         </section>
 
-        <section v-else-if="activeTab === 'users'" class="mt-6">
+        <section v-else-if="activeTab === 'users'">
           <div class="overflow-hidden border border-slate-200 bg-white">
             <div class="grid grid-cols-[1.1fr_0.8fr_0.7fr_0.9fr_1.2fr] border-b border-slate-200 bg-slate-50 px-4 py-3 text-xs font-semibold uppercase tracking-[0.14em] text-slate-500">
               <span>用户</span>
@@ -650,7 +1144,7 @@ onMounted(loadAdminData)
           </div>
         </section>
 
-        <section v-else class="mt-6">
+        <section v-else>
           <div class="mb-4 flex flex-col gap-3 border border-slate-200 bg-white p-4 md:flex-row md:items-center md:justify-between">
             <div>
               <h2 class="text-xl font-bold text-slate-950">图片管理</h2>
@@ -669,61 +1163,58 @@ onMounted(loadAdminData)
               <NButton secondary strong type="default" class="oc-panel-button oc-panel-button--neutral" @click="toggleAllFilteredImageSelection">
                 {{ selectedManagedCount === filteredImages.length && filteredImages.length ? '取消全选' : '全选当前列表' }}
               </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--teal"
-                :disabled="!selectedManagedCount"
-                :loading="actionLoading"
-                @click="updateCloudStatus(Array.from(selectedImageIds), 'approved')"
-              >
-                批量通过 {{ selectedManagedCount || '' }}
-              </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--danger"
-                :disabled="!selectedManagedCount"
-                :loading="actionLoading"
-                @click="updateCloudStatus(Array.from(selectedImageIds), 'rejected')"
-              >
-                批量拒绝 {{ selectedManagedCount || '' }}
-              </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--amber"
-                :disabled="!selectedManagedCount"
-                :loading="actionLoading"
-                @click="updateImageVisibility(Array.from(selectedImageIds), true)"
-              >
-                批量隐藏 {{ selectedManagedCount || '' }}
-              </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--teal"
-                :disabled="!selectedManagedCount"
-                :loading="actionLoading"
-                @click="updateImageVisibility(Array.from(selectedImageIds), false)"
-              >
-                批量公开 {{ selectedManagedCount || '' }}
-              </NButton>
-              <NButton
-                secondary
-                strong
-                type="default"
-                class="oc-panel-button oc-panel-button--danger"
-                :disabled="!selectedManagedCount"
-                :loading="actionLoading"
-                @click="deleteImages(filteredImages.filter(item => selectedImageIds.has(item.id)))"
-              >
-                批量删除 {{ selectedManagedCount || '' }}
-              </NButton>
+              <template v-if="selectedManagedCount">
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--teal"
+                  :loading="actionLoading"
+                  @click="updateCloudStatus(Array.from(selectedImageIds), 'approved')"
+                >
+                  批量通过 {{ selectedManagedCount }}
+                </NButton>
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--danger"
+                  :loading="actionLoading"
+                  @click="updateCloudStatus(Array.from(selectedImageIds), 'rejected')"
+                >
+                  批量拒绝 {{ selectedManagedCount }}
+                </NButton>
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--amber"
+                  :loading="actionLoading"
+                  @click="updateImageVisibility(Array.from(selectedImageIds), true)"
+                >
+                  批量隐藏 {{ selectedManagedCount }}
+                </NButton>
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--teal"
+                  :loading="actionLoading"
+                  @click="updateImageVisibility(Array.from(selectedImageIds), false)"
+                >
+                  批量公开 {{ selectedManagedCount }}
+                </NButton>
+                <NButton
+                  secondary
+                  strong
+                  type="default"
+                  class="oc-panel-button oc-panel-button--danger"
+                  :loading="actionLoading"
+                  @click="deleteImages(filteredImages.filter(item => selectedImageIds.has(item.id)))"
+                >
+                  批量删除 {{ selectedManagedCount }}
+                </NButton>
+              </template>
             </div>
           </div>
 
@@ -776,8 +1267,9 @@ onMounted(loadAdminData)
             <NEmpty description="没有符合筛选条件的图片" />
           </div>
         </section>
-      </template>
-    </main>
+        </template>
+      </main>
+    </div>
 
     <ImageDetailModal
       v-if="selectedImage"