diff --git a/src/main/scala/app/IssuesController.scala b/src/main/scala/app/IssuesController.scala
index 63dc9fb..dc36662 100644
--- a/src/main/scala/app/IssuesController.scala
+++ b/src/main/scala/app/IssuesController.scala
@@ -94,8 +94,9 @@
         countIssue(owner, repository, condition.copy(state = "open"), filter, userName),
         countIssue(owner, repository, condition.copy(state = "closed"), filter, userName),
         countIssue(owner, repository, condition, "all", None),
-        context.loginAccount.map(x => countIssue(owner, repository, condition, "assigned", Some(x.userName))),
-        context.loginAccount.map(x => countIssue(owner, repository, condition, "created_by", Some(x.userName))),
+        context.loginAccount.map(x => countIssue(owner, repository, condition, "assigned", userName)),
+        context.loginAccount.map(x => countIssue(owner, repository, condition, "created_by", userName)),
+        countIssueGroupByLabels(owner, repository, condition, filter, userName),
         condition, filter, repositoryInfo, isWritable(owner, repository, context.loginAccount))
 
     } getOrElse NotFound
diff --git a/src/main/scala/service/IssuesService.scala b/src/main/scala/service/IssuesService.scala
index 1bec5d7..5687a1c 100644
--- a/src/main/scala/service/IssuesService.scala
+++ b/src/main/scala/service/IssuesService.scala
@@ -2,7 +2,7 @@
 
 import scala.slick.driver.H2Driver.simple._
 import Database.threadLocalSession
-import scala.slick.jdbc.{StaticQuery => Q}
+import scala.slick.jdbc.{StaticQuery => Q, GetResult}
 import Q.interpolation
 
 import model._
@@ -42,6 +42,45 @@
     searchIssueQuery(owner, repository, condition, filter, userName) map (_.length) first
 
   /**
+   * Returns the Map which contains issue count for each labels.
+   *
+   * @param owner the repository owner
+   * @param repository the repository name
+   * @param condition the search condition
+   * @param filter the filter type ("all", "assigned" or "created_by")
+   * @param userName the filter user name required for "assigned" and "created_by"
+   * @return the Map which contains issue count for each labels (key is label name, value is issue count),
+   */
+  def countIssueGroupByLabels(owner: String, repository: String, condition: IssueSearchCondition,
+                              filter: String, userName: Option[String]): Map[String, Int] = {
+
+    case class LabelCount(labelName: String, count: Int)
+    implicit val getLabelCount = GetResult(r => LabelCount(r.<<, r.<<))
+
+    Q.query[(String, String, Boolean), LabelCount](
+      """SELECT
+        T3.LABEL_NAME, COUNT(T1.ISSUE_ID)
+      FROM ISSUE T1
+        INNER JOIN ISSUE_LABEL T2 ON T1.ISSUE_ID = T2.ISSUE_ID
+        INNER JOIN LABEL       T3 ON T2.LABEL_ID = T3.LABEL_ID
+      WHERE
+            T1.USER_NAME       = ?
+        AND T1.REPOSITORY_NAME = ?
+        AND T1.CLOSED          = ?
+      """ +
+      condition.milestoneId.map(" AND T1.MILESTONE_ID = " + milestoneId).getOrElse("") +
+      (filter match {
+        case "assigned"   => " AND T1.ASSIGNED_USER_NAME = '%s'".format(userName.get)
+        case "created_by" => " AND T1.OPENED_USER_NAME   = '%s'".format(userName.get)
+        case _ => ""
+      }) +
+      " GROUP BY T3.LABEL_NAME")
+      .list(owner, repository, condition.state == "closed")
+      .map(x => x.labelName -> x.count)
+      .toMap
+  }
+
+  /**
    * Returns the search result against  issues.
    *
    * @param owner the repository owner
diff --git a/src/main/twirl/issues/issues.scala.html b/src/main/twirl/issues/issues.scala.html
index 933bab4..b42d69d 100644
--- a/src/main/twirl/issues/issues.scala.html
+++ b/src/main/twirl/issues/issues.scala.html
@@ -1,5 +1,5 @@
 @(issues: List[model.Issue], labels: List[model.Label], milestones: List[model.Milestone],
-  openCount: Int, closedCount: Int, allCount: Int, assignedCount: Option[Int], createdByCount: Option[Int],
+  openCount: Int, closedCount: Int, allCount: Int, assignedCount: Option[Int], createdByCount: Option[Int], labelCounts: Map[String, Int],
   condition: service.IssuesService.IssueSearchCondition, filter: String,
   repository: service.RepositoryService.RepositoryInfo, isWritable: Boolean)(implicit context: app.Context)
 @import context._
@@ -57,7 +57,7 @@
               <li>
                 <a href="@condition.copy(labels = (if(condition.labels.contains(label.labelName)) condition.labels - label.labelName else condition.labels + label.labelName)).toURL"
                    @if(condition.labels.contains(label.labelName)){style="background-color: #@label.color; color: #@label.fontColor;"}>
-                  <span class="count-right">0</span>
+                  <span class="count-right">@labelCounts.getOrElse(label.labelName, 0)</span>
                   <span style="background-color: #@label.color;" class="label-color">&nbsp;&nbsp;</span>
                   @label.labelName
                 </a>