diff --git a/server/workspace/datasets/兔子/32058343-7231-41c9-884f-44175e1cf090.jpg b/server/workspace/datasets/兔子/32058343-7231-41c9-884f-44175e1cf090.jpg
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diff --git a/server/workspace/datasets/鹌鹑/d5dc7788-dd70-44ae-901b-5c2f9de242b1.jpg b/server/workspace/datasets/鹌鹑/d5dc7788-dd70-44ae-901b-5c2f9de242b1.jpg
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diff --git a/server_admin/src/views/DatasetDetail.vue b/server_admin/src/views/DatasetDetail.vue
index dd4fa8e..48c677b 100644
--- a/server_admin/src/views/DatasetDetail.vue
+++ b/server_admin/src/views/DatasetDetail.vue
@@ -137,7 +137,7 @@ function stopLabelPoll() {
 
 // 全量标注：重扫数据集全部图片，覆盖各图已有标注（含人工修改/清理的框）
 function startFullLabelTask() {
-  ElMessageBox.confirm('将重新扫描数据集全部图片并生成标注，覆盖各图已有标注（含人工修改/清理的框）。确定继续？', '全量标注', {
+  ElMessageBox.confirm('将重新扫描数据集全部图片并生成标注，覆盖各图已有标注（含人工确认/清理的结果）。确定继续？', '全量标注', {
     confirmButtonText: '开始标注',
     cancelButtonText: '取消',
     type: 'warning',
@@ -200,9 +200,7 @@ const naturalW = ref(0)
 const naturalH = ref(0)
 const confirmed = ref([])
 const dirty = ref(false)
-const drawing = ref(null)
 const pointerDownPos = ref(null)
-const newClass = ref(0)
 const saving = ref(false)
 // class 0 = 确认（红框），class 1 = 疑似（黄框）
 const classColor = ['#f56c6c', '#e6a23c']
@@ -243,6 +241,15 @@ function removeBox(i) {
   draw()
 }
 
+// 疑似框确认（class1 → class0）：VLM 补检产出的疑似框由人工确认
+function confirmBox(i) {
+  const b = confirmed.value[i]
+  if (!b || b.class !== 1) return
+  b.class = 0
+  markDirty()
+  draw()
+}
+
 function openEditor(item, gi) {
   editIndex.value = gi
   editorVisible.value = true
@@ -285,7 +292,6 @@ function resetEditor() {
   stopHighlight()
   dirty.value = false
   confirmed.value = []
-  drawing.value = null
   if (currentImage.value) {
     confirmed.value = (currentImage.value.boxes || []).map((b) => ({ ...b }))
   }
@@ -364,17 +370,6 @@ function draw() {
     const b = confirmed.value[i]
     drawBox(ctx, b, false, i === highlightIndex.value && highlightOn.value)
   }
-
-  if (drawing.value) {
-    const b = {
-      cx: drawing.value.x + drawing.value.w / 2,
-      cy: drawing.value.y + drawing.value.h / 2,
-      w: drawing.value.w,
-      h: drawing.value.h,
-      class: newClass.value,
-    }
-    drawBox(ctx, b, true)
-  }
 }
 
 function drawBox(ctx, box, ghost = false, highlighted = false) {
@@ -419,48 +414,20 @@ function onPointerDown(e) {
   e.preventDefault()
   const pos = eventPos(e)
   pointerDownPos.value = { ...pos }
-  drawing.value = null
   canvasEl.value.setPointerCapture(e.pointerId)
 }
 
-function onPointerMove(e) {
-  if (!pointerDownPos.value) return
-  e.preventDefault()
-  const pos = eventPos(e)
-  drawing.value = {
-    x: Math.min(pointerDownPos.value.x, pos.x),
-    y: Math.min(pointerDownPos.value.y, pos.y),
-    w: Math.abs(pos.x - pointerDownPos.value.x),
-    h: Math.abs(pos.y - pointerDownPos.value.y),
-  }
-  draw()
-}
-
+// 点击框选中（审核模式：不做手动画框，疑似框由 VLM 补检产出，人工仅确认/删除）
 function onPointerUp(e) {
   if (!pointerDownPos.value) return
   const pos = eventPos(e)
   const moved = Math.abs(pos.x - pointerDownPos.value.x) + Math.abs(pos.y - pointerDownPos.value.y)
   pointerDownPos.value = null
-
-  if (drawing.value && drawing.value.w * drawing.value.h > 0.0002) {
-    confirmed.value.push({
-      cx: drawing.value.x + drawing.value.w / 2,
-      cy: drawing.value.y + drawing.value.h / 2,
-      w: drawing.value.w,
-      h: drawing.value.h,
-      confidence: 1,
-      class: newClass.value,
-    })
-    markDirty()
-  } else if (moved < 0.03) {
-    // 点框删除（人工框与 AI 自动标注同操作，可逐框清理）
+  if (moved < 0.03) {
     const idx = confirmed.value.findIndex((b) => pointInBox(pos, b))
-    if (idx >= 0) {
-      confirmed.value.splice(idx, 1)
-      markDirty()
-    }
+    if (idx >= 0) toggleHighlight(idx)
+    else stopHighlight()
   }
-  drawing.value = null
   draw()
 }
 
@@ -576,7 +543,7 @@ onBeforeUnmount(() => {
             </div>
             <div v-if="meta(item).prompt" class="card-prompt" :title="meta(item).prompt">{{ meta(item).prompt }}</div>
             <div class="card-actions">
-              <el-button size="small" type="primary" @click="openEditor(item, gi)">标注</el-button>
+              <el-button size="small" type="primary" @click="openEditor(item, gi)">审核</el-button>
               <el-button size="small" type="danger" @click="removeCardImage(item)">删除</el-button>
             </div>
           </div>
@@ -630,25 +597,20 @@ onBeforeUnmount(() => {
       </template>
     </el-dialog>
 
-    <!-- 图片标注（全屏查看 + 画框一体）：已标注图直接在其上显示框并继续标注，可放大缩小 -->
+    <!-- 图片审核（全屏查看 + 标注审核）：已标注图直接在其上显示框，可确认疑似/删除误检，不做手动画框 -->
     <el-dialog
       v-model="editorVisible"
       fullscreen
       class="editor-fullscreen"
-      :title="currentImage?.filename || '图片标注'"
+      :title="currentImage?.filename || '图片审核'"
       append-to-body
       :before-close="onEditorBeforeClose"
       :close-on-click-modal="false"
     >
       <div class="editor-toolbar">
-        <span class="tip">拖拽画新框 · 点框删除 · 可修改/清理 AI 自动标注</span>
+        <span class="tip">点框选中 · 列表确认疑似/删除误检 · VLM 自动标注审核</span>
         <div class="toolbar-right">
           <span class="box-count"><i class="dot red" />确认 {{ confirmCount }} · <i class="dot yellow" />疑似 {{ suspectCount }}</span>
-          <span class="tip">新框类别：</span>
-          <el-radio-group v-model="newClass" size="small">
-            <el-radio-button :value="0"><i class="dot red" />确认</el-radio-button>
-            <el-radio-button :value="1"><i class="dot yellow" />疑似</el-radio-button>
-          </el-radio-group>
           <el-button size="small" :disabled="!confirmed.length" @click="clearAllBoxes">清空本张</el-button>
           <el-button size="small" type="warning" :loading="vlmReviewing" @click="vlmReview">VLM 补检</el-button>
           <el-divider direction="vertical" />
@@ -665,13 +627,12 @@ onBeforeUnmount(() => {
           ref="canvasEl"
           class="wb-canvas"
           @pointerdown="onPointerDown"
-          @pointermove="onPointerMove"
           @pointerup="onPointerUp"
           @pointercancel="onPointerUp"
         />
         <img :src="imgUrl(currentImage.url)" class="wb-img" ref="imgEl" alt="" @load="onImageLoad" />
       </div>
-      <!-- 本图全部标注列表：点击高亮定位画布对应框（闪烁），可直接删除 -->
+      <!-- 本图全部标注列表：点击高亮定位画布对应框（闪烁），疑似框可确认、可删除 -->
       <div v-if="confirmed.length" class="box-list">
         <div
           v-for="(b, i) in confirmed"
@@ -682,6 +643,7 @@ onBeforeUnmount(() => {
         >
           <i class="dot" :class="b.class === 0 ? 'red' : 'yellow'" />
           <span class="box-item-label">{{ classLabel[b.class] || b.class }}{{ b.confidence && b.confidence < 1 ? ' ' + b.confidence.toFixed(2) : '' }}</span>
+          <el-button v-if="b.class === 1" size="small" type="success" text @click.stop="confirmBox(i)">确认</el-button>
           <el-button size="small" type="danger" text @click.stop="removeBox(i)">删除</el-button>
         </div>
       </div>