diff --git a/core/core-frontend/src/views/chart/components/js/extremumUitl.ts b/core/core-frontend/src/views/chart/components/js/extremumUitl.ts
index 8fcba910dd..7fd7f5b29a 100644
--- a/core/core-frontend/src/views/chart/components/js/extremumUitl.ts
+++ b/core/core-frontend/src/views/chart/components/js/extremumUitl.ts
@@ -104,8 +104,10 @@ const noChildrenFieldChart = chart => {
 
 export const extremumEvt = (newChart, chart, _options, container) => {
   chart.container = container
-  newChart.on('afterrender', ev => {
-    createExtremumPoint(chart, ev)
+  newChart.on('beforerender', ev => {
+    newChart.chart.geometries[0].on('beforerenderlabel', () => {
+      createExtremumPoint(chart, ev)
+    })
   })
 }
 
@@ -158,6 +160,8 @@ export const createExtremumPoint = (chart, ev) => {
     if (pointObjList && pointObjList.length > 0) {
       const pointObj = pointObjList[0]
       const { minItem, maxItem } = findMinMax(pointObjList.reverse())
+      minItem._origin.EXTREME = true
+      maxItem._origin.EXTREME = true
       let attr
       let showExtremum = false
       if (noChildrenFieldChart(chart) || yAxis.length > 1) {
diff --git a/core/core-frontend/src/views/chart/components/js/panel/charts/bar/bar.ts b/core/core-frontend/src/views/chart/components/js/panel/charts/bar/bar.ts
index 2a78ab9aa0..63df539e27 100644
--- a/core/core-frontend/src/views/chart/components/js/panel/charts/bar/bar.ts
+++ b/core/core-frontend/src/views/chart/components/js/panel/charts/bar/bar.ts
@@ -132,6 +132,9 @@ export class Bar extends G2PlotChartView<ColumnOptions, Column> {
       fields: [],
       ...tmpOptions.label,
       formatter: (data: Datum, _point) => {
+        if (data.EXTREME) {
+          return ''
+        }
         if (!labelAttr.seriesLabelFormatter?.length) {
           return data.value
         }