diff --git a/pkg/planner/core/casetest/BUILD.bazel b/pkg/planner/core/casetest/BUILD.bazel
index a9cac84c4ba66..037ae24961c47 100644
--- a/pkg/planner/core/casetest/BUILD.bazel
+++ b/pkg/planner/core/casetest/BUILD.bazel
@@ -12,7 +12,7 @@ go_test(
     ],
     data = glob(["testdata/**"]),
     flaky = True,
-    shard_count = 20,
+    shard_count = 21,
     deps = [
         "//pkg/domain",
         "//pkg/parser",
diff --git a/pkg/planner/core/casetest/integration_test.go b/pkg/planner/core/casetest/integration_test.go
index 515f1d1e44821..edb5c5adeefcd 100644
--- a/pkg/planner/core/casetest/integration_test.go
+++ b/pkg/planner/core/casetest/integration_test.go
@@ -420,3 +420,38 @@ func TestFixControl45132(t *testing.T) {
 	tk.MustExec(`set @@tidb_opt_fix_control = "45132:0"`)
 	tk.MustHavePlan(`select * from t where a=2`, `TableFullScan`)
 }
+
+func TestIssue52023(t *testing.T) {
+	store := testkit.CreateMockStore(t)
+
+	tk := testkit.NewTestKit(t, store)
+	tk.MustExec(`use test`)
+	tk.MustExec(`CREATE TABLE t (
+			a binary(1) NOT NULL,
+			PRIMARY KEY (a)
+		) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_bin
+		PARTITION BY RANGE COLUMNS(a)
+		(PARTITION P0 VALUES LESS THAN (_binary 0x03),
+		PARTITION P4 VALUES LESS THAN (_binary 0xc0),
+		PARTITION PMX VALUES LESS THAN (MAXVALUE))`)
+	tk.MustExec(`insert into t values (0x5)`)
+	tk.MustExec(`analyze table t`)
+	tk.MustQuery(`select * from t`).Check(testkit.Rows("\u0005"))
+	tk.MustQuery(`select * from t where a = 0x5`).Check(testkit.Rows("\u0005"))
+	tk.MustQuery(`select * from t where a = 5`).Check(testkit.Rows())
+	tk.MustQuery(`select * from t where a IN (5,55)`).Check(testkit.Rows())
+	tk.MustQuery(`select * from t where a IN (0x5,55)`).Check(testkit.Rows("\u0005"))
+	tk.MustQuery(`explain select * from t where a = 0x5`).Check(testkit.Rows("Point_Get_1 1.00 root table:t, partition:P4, clustered index:PRIMARY(a) "))
+	tk.MustQuery(`explain format='brief' select * from t where a = 5`).Check(testkit.Rows(""+
+		"TableReader 0.80 root partition:all data:Selection",
+		"└─Selection 0.80 cop[tikv]  eq(cast(test.t.a, double BINARY), 5)",
+		"  └─TableFullScan 1.00 cop[tikv] table:t keep order:false"))
+	tk.MustQuery(`explain format='brief' select * from t where a IN (5,55)`).Check(testkit.Rows(""+
+		"TableReader 0.96 root partition:all data:Selection",
+		"└─Selection 0.96 cop[tikv]  or(eq(cast(test.t.a, double BINARY), 5), eq(cast(test.t.a, double BINARY), 55))",
+		"  └─TableFullScan 1.00 cop[tikv] table:t keep order:false"))
+	tk.MustQuery(`explain format='brief' select * from t where a IN (0x5,55)`).Check(testkit.Rows(""+
+		"TableReader 1.00 root partition:all data:Selection",
+		"└─Selection 1.00 cop[tikv]  or(eq(test.t.a, \"0x05\"), eq(cast(test.t.a, double BINARY), 55))",
+		"  └─TableFullScan 1.00 cop[tikv] table:t keep order:false"))
+}
diff --git a/pkg/planner/core/point_get_plan.go b/pkg/planner/core/point_get_plan.go
index 550c8b989d209..de57206b5d4b5 100644
--- a/pkg/planner/core/point_get_plan.go
+++ b/pkg/planner/core/point_get_plan.go
@@ -1706,12 +1706,12 @@ func getNameValuePairs(ctx PlanContext, tbl *model.TableInfo, tblName model.CISt
 			d.SetString(d.GetString(), col.FieldType.GetCollate())
 		}
 
-		if col.GetType() == mysql.TypeString && col.GetCollate() == charset.CollationBin { // This type we needn't to pad `\0` in here.
-			return append(nvPairs, nameValuePair{colName: colName.Name.Name.L, colFieldType: &col.FieldType, value: d, con: con}), false
-		}
 		if !checkCanConvertInPointGet(col, d) {
 			return nil, false
 		}
+		if col.GetType() == mysql.TypeString && col.GetCollate() == charset.CollationBin { // This type we needn't to pad `\0` in here.
+			return append(nvPairs, nameValuePair{colName: colName.Name.Name.L, colFieldType: &col.FieldType, value: d, con: con}), false
+		}
 		dVal, err := d.ConvertTo(stmtCtx.TypeCtx(), &col.FieldType)
 		if err != nil {
 			if terror.ErrorEqual(types.ErrOverflow, err) {