diff --git a/frontend/src/metadata/components/cell-editors/tags-editor/index.css b/frontend/src/metadata/components/cell-editors/tags-editor/index.css
index b7e8b191f5..fec9954f32 100644
--- a/frontend/src/metadata/components/cell-editors/tags-editor/index.css
+++ b/frontend/src/metadata/components/cell-editors/tags-editor/index.css
@@ -13,6 +13,7 @@
 }
 
 .sf-metadata-tags-editor .sf-metadata-search-tags-container {
+  position: relative;
   padding: 10px 10px 0;
 }
 
diff --git a/frontend/src/metadata/components/cell-editors/tags-editor/index.js b/frontend/src/metadata/components/cell-editors/tags-editor/index.js
index 641a183e23..ffca952d90 100644
--- a/frontend/src/metadata/components/cell-editors/tags-editor/index.js
+++ b/frontend/src/metadata/components/cell-editors/tags-editor/index.js
@@ -13,6 +13,7 @@ import { SELECT_OPTION_COLORS } from '../../../constants';
 import { PRIVATE_COLUMN_KEY as TAG_PRIVATE_COLUMN_KEY, RECENTLY_USED_TAG_IDS } from '../../../../tag/constants';
 import { checkIsTreeNodeShown, checkTreeNodeHasChildNodes, getNodesWithAncestors, getTreeNodeDepth, getTreeNodeId, getTreeNodeKey } from '../../../../components/sf-table/utils/tree';
 import TagItem from './tag-item';
+import DeleteTag from './delete-tags';
 
 import './index.css';
 
@@ -27,6 +28,8 @@ const TagsEditor = forwardRef(({
   showTagsAsTree,
   canEditData = false,
   canAddTag = false,
+  showDeletableTags = false,
+  showRecentlyUsed = true,
 }, ref) => {
   const { tagsData, context, addTag } = useTags();
 
@@ -419,10 +422,10 @@ const TagsEditor = forwardRef(({
       const noOptionsTip = searchValue ? gettext('No tags available') : gettext('No tag');
       return (<span className="none-search-result px-4">{noOptionsTip}</span>);
     }
-    const showRecentlyUsed = recentlyUsedTags.length > 0 && !searchValue;
+    const isRecentlyUsedVisible = showRecentlyUsed && recentlyUsedTags.length > 0 && !searchValue;
     return (
       <>
-        {showRecentlyUsed && (
+        {isRecentlyUsedVisible && (
           <>
             <div className="sf-metadata-tags-editor-title">{gettext('Recently used tags')}</div>
             {renderRecentlyUsed()}
@@ -455,10 +458,11 @@ const TagsEditor = forwardRef(({
         })}
       </>
     );
-  }, [nodes, tagsData, value, highlightNodeIndex, searchValue, recentlyUsedTags, renderRecentlyUsed, toggleExpandTreeNode, keyNodeFoldedMap, searchedKeyNodeFoldedMap, handleSelectTags, onTreeMenuMouseEnter, onTreeMenuMouseLeave]);
+  }, [nodes, tagsData, value, highlightNodeIndex, searchValue, recentlyUsedTags, keyNodeFoldedMap, searchedKeyNodeFoldedMap, showRecentlyUsed, renderRecentlyUsed, toggleExpandTreeNode, handleSelectTags, onTreeMenuMouseEnter, onTreeMenuMouseLeave]);
 
   return (
     <div className={classnames('sf-metadata-tags-editor', { 'tags-tree-container': showTagsAsTree })} style={style} ref={editorRef}>
+      {showDeletableTags && <DeleteTag value={value} tags={tagsData} onDelete={handleSelectTags} />}
       <div className="sf-metadata-search-tags-container">
         <SearchInput
           placeholder={gettext('Search tag')}
diff --git a/frontend/src/metadata/components/cell-editors/tags-editor/tag-item/index.js b/frontend/src/metadata/components/cell-editors/tags-editor/tag-item/index.js
index 2b31c6d2ca..a38be0c113 100644
--- a/frontend/src/metadata/components/cell-editors/tags-editor/tag-item/index.js
+++ b/frontend/src/metadata/components/cell-editors/tags-editor/tag-item/index.js
@@ -3,7 +3,6 @@ import PropTypes from 'prop-types';
 import classNames from 'classnames';
 import { getTagColor, getTagId, getTagName } from '../../../../../tag/utils/cell';
 import { NODE_CONTENT_LEFT_INDENT, NODE_ICON_LEFT_INDENT } from '../../../../../components/sf-table/constants/tree';
-import Icon from '../../../../../components/icon';
 
 import './index.css';
 
@@ -50,7 +49,7 @@ const TagItem = ({
           <div className="sf-metadata-tag-name">{tagName}</div>
         </div>
         <div className="sf-metadata-tags-editor-tag-check-icon mr-1">
-          {isSelected && <Icon className="sf-metadata-icon" symbol="check-mark" />}
+          {isSelected && <i className="sf2-icon-tick"></i>}
         </div>
       </div>
     </div>
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/file-folder-filter.js b/frontend/src/metadata/components/popover/filter-popover/basic-filters/file-folder-filter.js
index daff35cf32..e287e2961c 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/file-folder-filter.js
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/file-folder-filter.js
@@ -1,7 +1,6 @@
 import React, { useCallback, useMemo } from 'react';
 import PropTypes from 'prop-types';
 import CustomizeSelect from '../../../../../components/customize-select';
-import Icon from '../../../../../components/icon';
 import { gettext } from '../../../../../utils/constants';
 
 const OPTIONS = [
@@ -21,7 +20,7 @@ const FileOrFolderFilter = ({ readOnly, value = 'all', onChange: onChangeAPI })
           <div className="select-basic-filter-option">
             <div className="select-basic-filter-option-name" title={name} aria-label={name}>{name}</div>
             <div className="select-basic-filter-option-check-icon">
-              {value === o.value && (<Icon symbol="check-mark" />)}
+              {value === o.value && (<i className="sf2-icon-tick"></i>)}
             </div>
           </div>
         )
@@ -31,13 +30,7 @@ const FileOrFolderFilter = ({ readOnly, value = 'all', onChange: onChangeAPI })
 
   const displayValue = useMemo(() => {
     const selectedOption = OPTIONS.find(o => o.value === value) || OPTIONS[2];
-    return {
-      label: (
-        <div>
-          {selectedOption.name}
-        </div>
-      )
-    };
+    return { label: <>{selectedOption.name}</> };
   }, [value]);
 
   const onChange = useCallback((newValue) => {
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/gallery-file-type-filter.js b/frontend/src/metadata/components/popover/filter-popover/basic-filters/gallery-file-type-filter.js
index 76a82ded70..e28430faf0 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/gallery-file-type-filter.js
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/gallery-file-type-filter.js
@@ -1,7 +1,6 @@
 import React, { useCallback, useMemo } from 'react';
 import PropTypes from 'prop-types';
 import CustomizeSelect from '../../../../../components/customize-select';
-import Icon from '../../../../../components/icon';
 import { gettext } from '../../../../../utils/constants';
 
 const OPTIONS = [
@@ -21,7 +20,7 @@ const GalleryFileTypeFilter = ({ readOnly, value = 'picture', onChange: onChange
           <div className="select-basic-filter-option">
             <div className="select-basic-filter-option-name" title={name} aria-label={name}>{name}</div>
             <div className="select-basic-filter-option-check-icon">
-              {value === o.value && (<Icon symbol="check-mark" />)}
+              {value === o.value && (<i className="sf2-icon-tick"></i>)}
             </div>
           </div>
         )
@@ -31,13 +30,7 @@ const GalleryFileTypeFilter = ({ readOnly, value = 'picture', onChange: onChange
 
   const displayValue = useMemo(() => {
     const selectedOption = OPTIONS.find(o => o.value === value) || OPTIONS[2];
-    return {
-      label: (
-        <div>
-          {selectedOption.name}
-        </div>
-      )
-    };
+    return { label: <>{selectedOption.name}</> };
   }, [value]);
 
   const onChange = useCallback((newValue) => {
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.css b/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.css
index 156202cdb6..a079b3322d 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.css
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.css
@@ -9,20 +9,42 @@
 }
 
 .sf-metadata-basic-filters-select.seafile-customize-select:hover {
-  background: #f5f5f5;
+  background: #efefef;
+}
+
+.sf-metadata-basic-filters-select.seafile-customize-select.highlighted:hover {
+  background-color: rgba(255, 152, 0, 0.2);
 }
 
 .sf-metadata-basic-filters-select.seafile-customize-select .selected-option {
-  background-color: inherit;
+  background-color: transparent;
+}
+
+.sf-metadata-basic-filters-select.seafile-customize-select .selected-option .sf3-font-down,
+.sf-metadata-basic-filters-select.sf-metadata-basic-filter-tags-select .sf3-font-down {
+  margin-left: 0;
 }
 
 .sf-metadata-basic-filters-select.seafile-customize-select.focus {
   border-color: unset;
   box-shadow: none;
+  background-color: rgba(255, 152, 0, 0.2);
 }
 
-.sf-metadata-basic-filters-select .selected-option-show {
-  margin-right: 8px;
+.sf-metadata-basic-filters-select.focus .selected-option .selected-option-show,
+.sf-metadata-basic-filters-select.focus .selected-option .sf3-font-down,
+.sf-metadata-basic-filters-select.highlighted .selected-option .selected-option-show,
+.sf-metadata-basic-filters-select.highlighted .selected-option .sf3-font-down {
+  color: #ff9800;
+}
+
+.sf-metadata-basic-filters-select.seafile-customize-select .selected-option .selected-option-show {
+  width: 100%;
+}
+
+.sf-metadata-basic-filters-select .selected-option-show,
+.sf-metadata-basic-filters-select .select-placeholder {
+  margin-right: 4px;
 }
 
 .sf-metadata-basic-filters-select .selected-option .custom-select-dropdown-icon {
@@ -75,3 +97,21 @@
 .sf-metadata-table-view-basic-filter-file-type-select .select-basic-filter-option .select-basic-filter-option-checkbox input {
   cursor: inherit;
 }
+
+.sf-metadata-basic-filters-select .select-basic-filter-display-name:hover {
+  cursor: pointer;
+}
+
+.sf-metadata-basic-filter-tags-select .tag-options-container {
+  width: auto;
+  height: auto;
+  position: absolute;
+  top: 28px;
+  left: -340px;
+  z-index: 10001;
+}
+
+.sf-metadata-basic-filter-tags-select .tag-options-container .sf-metadata-delete-select-tags {
+  padding: 8px 16px;
+  min-height: 28px;
+}
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.js b/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.js
index a0488a1257..5be6f1ccbd 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.js
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/index.js
@@ -53,7 +53,7 @@ const BasicFilters = ({ readOnly, filters = [], onChange, viewType }) => {
               return (<FileTypeFilter key={column_key} readOnly={readOnly} value={filter_term} onChange={onChangeFileTypeFilter} />);
             }
             if (column_key === PRIVATE_COLUMN_KEY.TAGS) {
-              return (<TagsFilter key={column_key} readOnly={readOnly} value={filter_term} onChange={onChangeTagsFilter} />);
+              return (<TagsFilter key={column_key} value={filter_term} onChange={onChangeTagsFilter} />);
             }
             return null;
           })}
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/table-file-type-filter.js b/frontend/src/metadata/components/popover/filter-popover/basic-filters/table-file-type-filter.js
index 8554e115ab..86427dfe2c 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/table-file-type-filter.js
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/table-file-type-filter.js
@@ -1,5 +1,6 @@
 import React, { useCallback, useMemo } from 'react';
 import PropTypes from 'prop-types';
+import classNames from 'classnames';
 import CustomizeSelect from '../../../../../components/customize-select';
 import { gettext } from '../../../../../utils/constants';
 import { getFileTypeColumnOptions } from '../../../../utils/column';
@@ -33,15 +34,8 @@ const TableFileTypeFilter = ({ readOnly, value, onChange: onChangeAPI }) => {
   }, [OPTIONS, value]);
 
   const displayValue = useMemo(() => {
-    const selectedOptions = OPTIONS.filter(o => value.includes(o.value));
-    return {
-      label: (
-        <div className="select-basic-filter-display-name">
-          {selectedOptions.length > 0 ? selectedOptions.map(o => o.name).join(', ') : gettext('File type')}
-        </div>
-      )
-    };
-  }, [OPTIONS, value]);
+    return { label: <>{gettext('File type')}</> };
+  }, []);
 
   const onChange = useCallback((newValue) => {
     if (value.includes(newValue)) {
@@ -54,7 +48,9 @@ const TableFileTypeFilter = ({ readOnly, value, onChange: onChangeAPI }) => {
   return (
     <CustomizeSelect
       readOnly={readOnly}
-      className="sf-metadata-basic-filters-select sf-metadata-table-view-basic-filter-file-type-select mr-4"
+      className={classNames('sf-metadata-basic-filters-select sf-metadata-table-view-basic-filter-file-type-select mr-4', {
+        'highlighted': value.length > 0,
+      })}
       value={displayValue}
       options={options}
       onSelectOption={onChange}
diff --git a/frontend/src/metadata/components/popover/filter-popover/basic-filters/tags-filter.js b/frontend/src/metadata/components/popover/filter-popover/basic-filters/tags-filter.js
index ec5cd58146..8858ee1c2e 100644
--- a/frontend/src/metadata/components/popover/filter-popover/basic-filters/tags-filter.js
+++ b/frontend/src/metadata/components/popover/filter-popover/basic-filters/tags-filter.js
@@ -1,21 +1,23 @@
-import React, { useCallback, useMemo } from 'react';
+import React, { useCallback, useMemo, useRef, useState } from 'react';
 import { UncontrolledTooltip } from 'reactstrap';
 import PropTypes from 'prop-types';
-import CustomizeSelect from '../../../../../components/customize-select';
 import Icon from '../../../../../components/icon';
-import FileTagsFormatter from '../../../cell-formatter/file-tags';
 import { gettext } from '../../../../../utils/constants';
 import { useMetadataStatus } from '../../../../../hooks';
 import { useTags } from '../../../../../tag/hooks';
-import { getTagId, getTagName, getTagColor } from '../../../../../tag/utils/cell';
 import { getRowById } from '../../../../../components/sf-table/utils/table';
 import IconBtn from '../../../../../components/icon-btn';
+import ClickOutside from '../../../../../components/click-outside';
+import TagsEditor from '../../../cell-editors/tags-editor';
+import classNames from 'classnames';
 
-const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
+const TagsFilter = ({ value: oldValue, onChange: onChangeAPI }) => {
+  const [isOptionsVisible, setIsOptionsVisible] = useState(false);
 
   const { tagsData } = useTags();
   const { enableTags } = useMetadataStatus();
-  const invalidFilterTip = React.createRef();
+  const invalidFilterTip = useRef(null);
+  const ref = useRef(null);
 
   const value = useMemo(() => {
     if (!enableTags) return [];
@@ -24,62 +26,22 @@ const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
     return oldValue.filter(tagId => getRowById(tagsData, tagId));
   }, [oldValue, tagsData, enableTags]);
 
-  const options = useMemo(() => {
-    if (!tagsData) return [];
-    const tags = tagsData?.rows || [];
-    if (tags.length === 0) return [];
-    return tags.map(tag => {
-      const tagId = getTagId(tag);
-      const tagName = getTagName(tag);
-      const tagColor = getTagColor(tag);
-      const isSelected = Array.isArray(value) ? value.includes(tagId) : false;
-      return {
-        name: tagName,
-        value: tagId,
-        label: (
-          <div className="select-basic-filter-option">
-            <div className="sf-metadata-tag-color-and-name">
-              <div className="sf-metadata-tag-color" style={{ backgroundColor: tagColor }}></div>
-              <div className="sf-metadata-tag-name">{tagName}</div>
-            </div>
-            <div className="select-basic-filter-option-check-icon">
-              {isSelected && (<Icon symbol="check-mark" />)}
-            </div>
-          </div>
-        )
-      };
-    });
-  }, [value, tagsData]);
+  const onSelectToggle = useCallback(() => {
+    setIsOptionsVisible(!isOptionsVisible);
+  }, [isOptionsVisible]);
 
-  const displayValue = useMemo(() => {
-    const emptyTip = {
-      label: (
-        <div className="select-basic-filter-display-name">
-          {gettext('Tags')}
-        </div>
-      ),
-    };
-    if (!tagsData) return emptyTip;
-    const tags = tagsData?.rows || [];
-    if (tags.length === 0) emptyTip;
-    if (!Array.isArray(value) || value.length === 0) return emptyTip;
-    const selectedTags = value.map(tagId => getRowById(tagsData, tagId)).filter(item => item).map(tag => ({ row_id: getTagId(tag) }));
-    if (selectedTags.length === 0) return emptyTip;
-    return {
-      label: (
-        <div className="select-basic-filter-display-name">
-          <FileTagsFormatter className="sf-metadata-basic-tags-filter-formatter pr-2" tagsData={tagsData} value={selectedTags} />
-        </div>
-      )
-    };
-  }, [value, tagsData]);
-
-  const onChange = useCallback((newValue) => {
-    if (value.includes(newValue)) {
-      onChangeAPI(value.filter(v => v !== newValue));
-    } else {
-      onChangeAPI([...value, newValue]);
+  const onClickOutside = useCallback((e) => {
+    if (!ref.current.contains(e.target)) {
+      setIsOptionsVisible(false);
     }
+  }, []);
+
+  const handleSelect = useCallback((tagId) => {
+    onChangeAPI([...value, tagId]);
+  }, [value, onChangeAPI]);
+
+  const handleDeselect = useCallback((tagId) => {
+    onChangeAPI(value.filter(v => v !== tagId));
   }, [value, onChangeAPI]);
 
   const onDeleteFilter = useCallback((event) => {
@@ -89,7 +51,6 @@ const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
     oldValue = [];
   }, [value, onChangeAPI, oldValue]);
 
-
   const renderErrorMessage = () => {
     return (
       <div className="ml-2">
@@ -108,19 +69,38 @@ const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
     );
   };
 
-  const renderCustomizeSelect = () => {
+  const renderTagsTree = () => {
     return (
-      <CustomizeSelect
-        readOnly={readOnly}
-        searchable={true}
-        supportMultipleSelect={true}
-        className="sf-metadata-basic-filters-select sf-metadata-table-view-basic-filter-file-type-select mr-4"
-        value={displayValue}
-        options={options}
-        onSelectOption={onChange}
-        searchPlaceholder={gettext('Search tag')}
-        noOptionsPlaceholder={gettext('No tags')}
-      />
+      <div
+        ref={ref}
+        className={classNames('sf-metadata-basic-filters-select sf-metadata-basic-filter-tags-select seafile-customize-select custom-select  mr-4', {
+          'focus': isOptionsVisible,
+          'highlighted': value.length > 0
+        })}
+      >
+        <div
+          className="selected-option"
+          onClick={onSelectToggle}
+        >
+          <span className="selected-option-show">{gettext('Tags')}</span>
+          <i className="sf3-font sf3-font-down" aria-hidden="true"></i>
+        </div>
+        {isOptionsVisible && (
+          <ClickOutside onClickOutside={onClickOutside}>
+            <div className="tag-options-container">
+              <TagsEditor
+                value={value.map(tagId => ({ row_id: tagId }))}
+                column={{ width: 400 }}
+                onSelect={handleSelect}
+                onDeselect={handleDeselect}
+                showTagsAsTree={true}
+                showDeletableTags={true}
+                showRecentlyUsed={false}
+              />
+            </div>
+          </ClickOutside>
+        )}
+      </div>
     );
   };
 
@@ -128,7 +108,7 @@ const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
     if (oldValue.length !== 0) {
       return (
         <div>
-          {renderCustomizeSelect()}
+          {renderTagsTree()}
           {renderErrorMessage()}
           <div className="delete-filter" onClick={onDeleteFilter}>
             <Icon className="sf-metadata-icon" symbol="fork-number"/>
@@ -141,9 +121,7 @@ const TagsFilter = ({ readOnly, value: oldValue, onChange: onChangeAPI }) => {
   }
 
   return (
-    <div>
-      {renderCustomizeSelect()}
-    </div>
+    <>{renderTagsTree()}</>
   );
 
 };