diff --git a/cmd/descheduler/app/descheduler.go b/cmd/descheduler/app/descheduler.go
index 8acc37a21..506e50320 100644
--- a/cmd/descheduler/app/descheduler.go
+++ b/cmd/descheduler/app/descheduler.go
@@ -2,7 +2,6 @@ package app
 
 import (
 	"context"
-	"flag"
 	"fmt"
 	"net"
 	"net/http"
@@ -17,11 +16,15 @@ import (
 	"k8s.io/client-go/tools/clientcmd"
 	"k8s.io/client-go/tools/leaderelection"
 	"k8s.io/client-go/tools/leaderelection/resourcelock"
+	cliflag "k8s.io/component-base/cli/flag"
+	"k8s.io/component-base/term"
 	"k8s.io/klog/v2"
 
 	"github.com/karmada-io/karmada/cmd/descheduler/app/options"
 	"github.com/karmada-io/karmada/pkg/descheduler"
 	karmadaclientset "github.com/karmada-io/karmada/pkg/generated/clientset/versioned"
+	"github.com/karmada-io/karmada/pkg/sharedcli"
+	"github.com/karmada-io/karmada/pkg/sharedcli/klogflag"
 	"github.com/karmada-io/karmada/pkg/version"
 	"github.com/karmada-io/karmada/pkg/version/sharedcommand"
 )
@@ -55,13 +58,21 @@ karmada-scheduler-estimator to get replica status.`,
 		},
 	}
 
-	// Init log flags
-	// TODO(@RainbowMango): Group the flags to "logs" flag set.
-	klog.InitFlags(flag.CommandLine)
+	fss := cliflag.NamedFlagSets{}
+
+	genericFlagSet := fss.FlagSet("generic")
+	opts.AddFlags(genericFlagSet)
+
+	// Set klog flags
+	logsFlagSet := fss.FlagSet("logs")
+	klogflag.Add(logsFlagSet)
 
-	opts.AddFlags(cmd.Flags())
 	cmd.AddCommand(sharedcommand.NewCmdVersion(os.Stdout, "karmada-descheduler"))
-	cmd.Flags().AddGoFlagSet(flag.CommandLine)
+	cmd.Flags().AddFlagSet(genericFlagSet)
+	cmd.Flags().AddFlagSet(logsFlagSet)
+
+	cols, _, _ := term.TerminalSize(cmd.OutOrStdout())
+	sharedcli.SetUsageAndHelpFunc(cmd, fss, cols)
 	return cmd
 }
 
diff --git a/cmd/descheduler/app/options/options.go b/cmd/descheduler/app/options/options.go
index d57cfd58d..87eeda053 100644
--- a/cmd/descheduler/app/options/options.go
+++ b/cmd/descheduler/app/options/options.go
@@ -71,7 +71,7 @@ func (o *Options) AddFlags(fs *pflag.FlagSet) {
 	}
 	fs.BoolVar(&o.LeaderElection.LeaderElect, "leader-elect", true, "Enable leader election, which must be true when running multi instances.")
 	fs.StringVar(&o.LeaderElection.ResourceNamespace, "leader-elect-resource-namespace", util.NamespaceKarmadaSystem, "The namespace of resource object that is used for locking during leader election.")
-	fs.StringVar(&o.KubeConfig, "kubeconfig", o.KubeConfig, "Path to a KubeConfig. Only required if out-of-cluster.")
+	fs.StringVar(&o.KubeConfig, "kubeconfig", o.KubeConfig, "Path to karmada control plane kubeconfig file.")
 	fs.StringVar(&o.Master, "master", o.Master, "The address of the Kubernetes API server. Overrides any value in KubeConfig. Only required if out-of-cluster.")
 	fs.StringVar(&o.BindAddress, "bind-address", defaultBindAddress, "The IP address on which to listen for the --secure-port port.")
 	fs.IntVar(&o.SecurePort, "secure-port", defaultPort, "The secure port on which to serve HTTPS.")