diff --git a/options/locale/locale_en-US.ini b/options/locale/locale_en-US.ini
index a76750e44..25fb15543 100644
--- a/options/locale/locale_en-US.ini
+++ b/options/locale/locale_en-US.ini
@@ -1384,7 +1384,7 @@ issues.delete_branch_at = `deleted branch <b>%s</b> %s`
 issues.filter_label = Label
 issues.filter_label_exclude = `Use <code>alt</code> + <code>click/enter</code> to exclude labels`
 issues.filter_label_no_select = All labels
-issues.filter_label_select_no_label = No Label
+issues.filter_label_select_no_label = No label
 issues.filter_milestone = Milestone
 issues.filter_milestone_all = All milestones
 issues.filter_milestone_none = No milestones
diff --git a/routers/web/repo/issue.go b/routers/web/repo/issue.go
index f5cec5a32..f243507c3 100644
--- a/routers/web/repo/issue.go
+++ b/routers/web/repo/issue.go
@@ -174,7 +174,11 @@ func issues(ctx *context.Context, milestoneID, projectID int64, isPullOption uti
 	// 0 means issues with no label
 	// blank means labels will not be filtered for issues
 	selectLabels := ctx.FormString("labels")
-	if len(selectLabels) > 0 {
+	if selectLabels == "" {
+		ctx.Data["AllLabels"] = true
+	} else if selectLabels == "0" {
+		ctx.Data["NoLabel"] = true
+	} else if len(selectLabels) > 0 {
 		labelIDs, err = base.StringsToInt64s(strings.Split(selectLabels, ","))
 		if err != nil {
 			ctx.ServerError("StringsToInt64s", err)
diff --git a/templates/repo/issue/filters.tmpl b/templates/repo/issue/filters.tmpl
index edc483d75..b75d98ed6 100644
--- a/templates/repo/issue/filters.tmpl
+++ b/templates/repo/issue/filters.tmpl
@@ -20,8 +20,8 @@
 					</div>
 					<span class="info">{{.locale.Tr "repo.issues.filter_label_exclude" | Safe}}</span>
 					<div class="divider"></div>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels=0&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_label_select_no_label"}}</a>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_label_no_select"}}</a>
+					<a class="{{if .AllLabels}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_label_no_select"}}</a>
+					<a class="{{if .NoLabel}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels=0&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_label_select_no_label"}}</a>
 					{{$previousExclusiveScope := "_no_scope"}}
 					{{range .Labels}}
 						{{$exclusiveScope := .ExclusiveScope}}
@@ -84,8 +84,8 @@
 						<i class="icon gt-df gt-ac gt-jc">{{svg "octicon-search" 16}}</i>
 						<input type="text" placeholder="{{.locale.Tr "repo.issues.filter_project"}}">
 					</div>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_project_all"}}</a>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&project=-1&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_project_none"}}</a>
+					<a class="{{if not .ProjectID}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_project_all"}}</a>
+					<a class="{{if eq .ProjectID -1}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&project=-1&assignee={{$.AssigneeID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_project_none"}}</a>
 					{{if .OpenProjects}}
 						<div class="divider"></div>
 						<div class="header">
@@ -141,8 +141,8 @@
 						<i class="icon gt-df gt-ac gt-jc">{{svg "octicon-search" 16}}</i>
 						<input type="text" placeholder="{{.locale.Tr "repo.issues.filter_assignee"}}">
 					</div>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee=-1&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_assginee_no_assignee"}}</a>
-					<a class="item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_assginee_no_select"}}</a>
+					<a class="{{if not .AssigneeID}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_assginee_no_select"}}</a>
+					<a class="{{if eq .AssigneeID -1}}active selected {{end}}item" href="{{$.Link}}?q={{$.Keyword}}&type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{.SelectLabels}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee=-1&poster={{$.PosterID}}">{{.locale.Tr "repo.issues.filter_assginee_no_assignee"}}</a>
 					<div class="divider"></div>
 					{{range .Assignees}}
 						<a class="{{if eq $.AssigneeID .ID}}active selected{{end}} item gt-df" href="{{$.Link}}?type={{$.ViewType}}&sort={{$.SortType}}&state={{$.State}}&labels={{$.SelectLabels}}&milestone={{$.MilestoneID}}&project={{$.ProjectID}}&assignee={{.ID}}&poster={{$.PosterID}}">