diff --git a/pkg/scheduler/metrics/metrics.go b/pkg/scheduler/metrics/metrics.go
index 76968ef78ee..095b991ce94 100644
--- a/pkg/scheduler/metrics/metrics.go
+++ b/pkg/scheduler/metrics/metrics.go
@@ -56,10 +56,13 @@ var (
 			StabilityLevel: metrics.ALPHA,
 		}, []string{"result"})
 	// PodScheduleSuccesses counts how many pods were scheduled.
+	// This metric will be initialized again in Register() to assure the metric is not no-op metric.
 	PodScheduleSuccesses = scheduleAttempts.With(metrics.Labels{"result": "scheduled"})
 	// PodScheduleFailures counts how many pods could not be scheduled.
+	// This metric will be initialized again in Register() to assure the metric is not no-op metric.
 	PodScheduleFailures = scheduleAttempts.With(metrics.Labels{"result": "unschedulable"})
 	// PodScheduleErrors counts how many pods could not be scheduled due to a scheduler error.
+	// This metric will be initialized again in Register() to assure the metric is not no-op metric.
 	PodScheduleErrors            = scheduleAttempts.With(metrics.Labels{"result": "error"})
 	DeprecatedSchedulingDuration = metrics.NewSummaryVec(
 		&metrics.SummaryOpts{
@@ -262,6 +265,9 @@ func Register() {
 			legacyregistry.MustRegister(metric)
 		}
 		volumeschedulingmetrics.RegisterVolumeSchedulingMetrics()
+		PodScheduleSuccesses = scheduleAttempts.With(metrics.Labels{"result": "scheduled"})
+		PodScheduleFailures = scheduleAttempts.With(metrics.Labels{"result": "unschedulable"})
+		PodScheduleErrors = scheduleAttempts.With(metrics.Labels{"result": "error"})
 	})
 }
 
diff --git a/pkg/scheduler/scheduler.go b/pkg/scheduler/scheduler.go
index d1045c92dda..a4f9a057133 100644
--- a/pkg/scheduler/scheduler.go
+++ b/pkg/scheduler/scheduler.go
@@ -291,6 +291,8 @@ func New(client clientset.Interface,
 		nodeInfoSnapshot:               snapshot,
 	}
 
+	metrics.Register()
+
 	var sched *Scheduler
 	source := options.schedulerAlgorithmSource
 	switch {
@@ -322,7 +324,6 @@ func New(client clientset.Interface,
 	default:
 		return nil, fmt.Errorf("unsupported algorithm source: %v", source)
 	}
-	metrics.Register()
 	// Additional tweaks to the config produced by the configurator.
 	sched.Recorder = recorder
 	sched.DisablePreemption = options.disablePreemption