diff --git a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessArbiter.java b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessArbiter.java
index ffcf975ecd9fa..4627feffc66d2 100644
--- a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessArbiter.java
+++ b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessArbiter.java
@@ -175,6 +175,25 @@ protected Map<Table, Set<String>> collectBaseTableUpdatePartitionNames(Map<Table
         return baseChangedPartitionNames;
     }
 
+    protected void collectBaseTableUpdatePartitionNamesInLoose(MvUpdateInfo mvUpdateInfo) {
+        Map<Table, List<Column>> refBaseTableAndColumns = mv.getRefBaseTablePartitionColumns();
+        // collect & update mv's to refresh partitions based on base table's partition changes
+        collectBaseTableUpdatePartitionNames(refBaseTableAndColumns, mvUpdateInfo);
+        Set<Table> refBaseTables = mv.getRefBaseTablePartitionColumns().keySet();
+        MaterializedView.AsyncRefreshContext context = mv.getRefreshScheme().getAsyncRefreshContext();
+        for (Table table : refBaseTables) {
+            Map<String, MaterializedView.BasePartitionInfo> mvBaseTableVisibleVersionMap =
+                    context.getBaseTableVisibleVersionMap()
+                            .computeIfAbsent(table.getId(), k -> Maps.newHashMap());
+            for (String partitionName : mvBaseTableVisibleVersionMap.keySet()) {
+                if (mvUpdateInfo.getBaseTableToRefreshPartitionNames(table) != null) {
+                    // in loose mode, ignore partition that both exists in baseTable and mv
+                    mvUpdateInfo.getBaseTableToRefreshPartitionNames(table).remove(partitionName);
+                }
+            }
+        }
+    }
+
     /**
      * If base table is materialized view, add partition name to cell mapping into base table partition mapping;
      * otherwise base table(mv) may lose partition names of the real base table changed partitions.
diff --git a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessListPartitionArbiter.java b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessListPartitionArbiter.java
index b30a2d3ff0a8c..98346b5d9f9dc 100644
--- a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessListPartitionArbiter.java
+++ b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessListPartitionArbiter.java
@@ -149,6 +149,7 @@ public MvUpdateInfo getMVTimelinessUpdateInfoInLoose() {
             mvUpdateInfo.getMvToRefreshPartitionNames().add(mvPartitionName);
         }
         addEmptyPartitionsToRefresh(mvUpdateInfo);
+        collectBaseTableUpdatePartitionNamesInLoose(mvUpdateInfo);
         return mvUpdateInfo;
     }
 }
\ No newline at end of file
diff --git a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessRangePartitionArbiter.java b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessRangePartitionArbiter.java
index 7972318351bf5..b691671b38856 100644
--- a/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessRangePartitionArbiter.java
+++ b/fe/fe-core/src/main/java/com/starrocks/catalog/mv/MVTimelinessRangePartitionArbiter.java
@@ -180,6 +180,7 @@ protected MvUpdateInfo getMVTimelinessUpdateInfoInLoose() {
             mvUpdateInfo.addMvToRefreshPartitionNames(mvPartitionName);
         }
         addEmptyPartitionsToRefresh(mvUpdateInfo);
+        collectBaseTableUpdatePartitionNamesInLoose(mvUpdateInfo);
         return mvUpdateInfo;
     }
 }