diff --git a/apps/web/src/pages/workspace/ProjectAssets.tsx b/apps/web/src/pages/workspace/ProjectAssets.tsx
index 57ecb792d..389433b0b 100644
--- a/apps/web/src/pages/workspace/ProjectAssets.tsx
+++ b/apps/web/src/pages/workspace/ProjectAssets.tsx
@@ -57,6 +57,7 @@ const ProjectAssets: React.FC = () => {
   const [classificationJobId, setClassificationJobId] = useState<string>('');
   const [classifyingAssetId, setClassifyingAssetId] = useState<string>('');
   const [classificationFilter, setClassificationFilter] = useState<string>('all');
+  const [selectedRowKeys, setSelectedRowKeys] = useState<React.Key[]>([]);
   const [form] = Form.useForm();
 
   const librariesQuery = useQuery({
@@ -166,6 +167,40 @@ const ProjectAssets: React.FC = () => {
     return items.filter((item) => item.metadata?.classification === classificationFilter);
   }, [assetsQuery.data, classificationFilter]);
 
+  const selectedAssets = useMemo(
+    () => filteredAssets.filter((item) => selectedRowKeys.includes(item.id)),
+    [filteredAssets, selectedRowKeys]
+  );
+
+  const selectableAssets = useMemo(
+    () =>
+      selectedAssets.filter(
+        (item) => item.metadata?.auto_classification !== 'queued' && classifyingAssetId !== item.id
+      ),
+    [selectedAssets, classifyingAssetId]
+  );
+
+  const handleBatchClassification = async () => {
+    if (!selectableAssets.length) {
+      message.warning('没有可批量分类的素材');
+      return;
+    }
+    try {
+      for (const asset of selectableAssets) {
+        await submitClassificationJob({
+          workspace_id: asset.workspace_id,
+          project_id: asset.project_id,
+          asset_id: asset.id,
+        });
+      }
+      message.success(`已发起 ${selectableAssets.length} 个分类任务`);
+      setSelectedRowKeys([]);
+      assetsQuery.refetch();
+    } catch {
+      message.error('批量发起分类失败');
+    }
+  };
+
   const renderClassification = (asset: AssetItem) => {
     const autoClassification = String(asset.metadata?.auto_classification || '');
     if (classifyingAssetId === asset.id || autoClassification === 'queued') {
@@ -225,7 +260,13 @@ const ProjectAssets: React.FC = () => {
               });
             }}
           >
-            {isAutoClassifying ? '自动分类中...' : isCurrentClassifying ? '分类中...' : hasClassification ? '重新分类' : '发起分类'}
+            {isAutoClassifying
+              ? '自动分类中...'
+              : isCurrentClassifying
+                ? '分类中...'
+                : hasClassification
+                  ? '重新分类'
+                  : '发起分类'}
           </Button>
         );
       },
@@ -278,6 +319,9 @@ const ProjectAssets: React.FC = () => {
                   onChange={setLibraryId}
                   loading={librariesQuery.isLoading}
                 />
+                <Button icon={<TagsOutlined />} disabled={!selectedRowKeys.length} onClick={handleBatchClassification}>
+                  批量分类 ({selectedRowKeys.length})
+                </Button>
                 <Button icon={<PlusOutlined />} onClick={() => setCreateLibraryOpen(true)}>
                   新建素材库
                 </Button>
@@ -330,7 +374,16 @@ const ProjectAssets: React.FC = () => {
             </Dragger>
 
             {filteredAssets.length ? (
-              <Table rowKey="id" columns={columns} dataSource={filteredAssets} pagination={false} />
+              <Table
+                rowKey="id"
+                rowSelection={{
+                  selectedRowKeys,
+                  onChange: setSelectedRowKeys,
+                }}
+                columns={columns}
+                dataSource={filteredAssets}
+                pagination={false}
+              />
             ) : (
               <Empty description="当前筛选条件下没有素材" />
             )}