diff --git a/docs/docs/integrations/api.md b/docs/docs/integrations/api.md
index d79b4b3cc..f02756bce 100644
--- a/docs/docs/integrations/api.md
+++ b/docs/docs/integrations/api.md
@@ -159,9 +159,9 @@ Events from the database. Accepts the following query string parameters:
 | -------------------- | ---- | --------------------------------------------- |
 | `before`             | int  | Epoch time                                    |
 | `after`              | int  | Epoch time                                    |
-| `camera`             | str  | Camera name                                   |
-| `label`              | str  | Label name                                    |
-| `zone`               | str  | Zone name                                     |
+| `cameras`            | str  | , separated list of cameras                   |
+| `labels`             | str  | , separated list of labels                    |
+| `zones`              | str  | , separated list of zones                     |
 | `limit`              | int  | Limit the number of events returned           |
 | `has_snapshot`       | int  | Filter to events that have snapshots (0 or 1) |
 | `has_clip`           | int  | Filter to events that have clips (0 or 1)     |
diff --git a/frigate/http.py b/frigate/http.py
index 29e5449cc..a4a7c22cd 100644
--- a/frigate/http.py
+++ b/frigate/http.py
@@ -278,6 +278,8 @@ def set_sub_label(id):
 
 @bp.route("/sub_labels")
 def get_sub_labels():
+    split_joined = request.args.get("split_joined", type=int)
+
     try:
         events = Event.select(Event.sub_label).distinct()
     except Exception as e:
@@ -290,6 +292,16 @@ def get_sub_labels():
     if None in sub_labels:
         sub_labels.remove(None)
 
+    if split_joined:
+        for label in sub_labels:
+            if "," in label:
+                sub_labels.remove(label)
+                parts = label.split(",")
+
+                for part in parts:
+                    if not (part.strip()) in sub_labels:
+                        sub_labels.append(part.strip())
+
     return jsonify(sub_labels)
 
 
@@ -519,11 +531,35 @@ def event_clip(id):
 
 @bp.route("/events")
 def events():
-    limit = request.args.get("limit", 100)
     camera = request.args.get("camera", "all")
+    cameras = request.args.get("cameras", "all")
+
+    # handle old camera arg
+    if cameras == "all" and camera != "all":
+        cameras = camera
+
     label = unquote(request.args.get("label", "all"))
+    labels = request.args.get("labels", "all")
+
+    # handle old label arg
+    if labels == "all" and label != "all":
+        labels = label
+
     sub_label = request.args.get("sub_label", "all")
+    sub_labels = request.args.get("sub_labels", "all")
+
+    # handle old sub_label arg
+    if sub_labels == "all" and sub_label != "all":
+        sub_labels = sub_label
+
     zone = request.args.get("zone", "all")
+    zones = request.args.get("zones", "all")
+
+    # handle old label arg
+    if zones == "all" and zone != "all":
+        zones = zone
+
+    limit = request.args.get("limit", 100)
     after = request.args.get("after", type=float)
     before = request.args.get("before", type=float)
     has_clip = request.args.get("has_clip", type=int)
@@ -551,14 +587,36 @@ def events():
     if camera != "all":
         clauses.append((Event.camera == camera))
 
-    if label != "all":
-        clauses.append((Event.label == label))
+    if cameras != "all":
+        camera_list = cameras.split(",")
+        clauses.append((Event.camera << camera_list))
 
-    if sub_label != "all":
-        clauses.append((Event.sub_label == sub_label))
+    if labels != "all":
+        label_list = labels.split(",")
+        clauses.append((Event.label << label_list))
 
-    if zone != "all":
-        clauses.append((Event.zones.cast("text") % f'*"{zone}"*'))
+    if sub_labels != "all":
+        # use matching so joined sub labels are included
+        # for example a sub label 'bob' would get events
+        # with sub labels 'bob' and 'bob, john'
+        sub_label_clauses = []
+
+        for label in sub_labels.split(","):
+            sub_label_clauses.append((Event.sub_label.cast("text") % f"*{label}*"))
+
+        sub_label_clause = reduce(operator.or_, sub_label_clauses)
+        clauses.append((sub_label_clause))
+
+    if zones != "all":
+        # use matching so events with multiple zones
+        # still match on a search where any zone matches
+        zone_clauses = []
+
+        for zone in zones.split(","):
+            zone_clauses.append((Event.zones.cast("text") % f'*"{zone}"*'))
+
+        zone_clause = reduce(operator.or_, zone_clauses)
+        clauses.append((zone_clause))
 
     if after:
         clauses.append((Event.start_time > after))
diff --git a/web/src/components/MultiSelect.jsx b/web/src/components/MultiSelect.jsx
new file mode 100644
index 000000000..0e41a0503
--- /dev/null
+++ b/web/src/components/MultiSelect.jsx
@@ -0,0 +1,43 @@
+import { h } from 'preact';
+import { useRef, useState } from 'preact/hooks';
+import Menu from './Menu';
+import { ArrowDropdown } from '../icons/ArrowDropdown';
+import Heading from './Heading';
+
+export default function MultiSelect({ className, title, options, selection, onToggle }) {
+
+  const popupRef = useRef(null);
+
+  const [state, setState] = useState({
+    showMenu: false,
+  });
+
+  return (
+    <div className={`${className} p-2`} ref={popupRef}>
+      <div
+        className="flex justify-between min-w-[120px]"
+        onClick={() => setState({ showMenu: true })}
+      >
+        <label>{title}</label>
+        <ArrowDropdown className="w-6" />
+      </div>
+      {state.showMenu ? (
+        <Menu relativeTo={popupRef} onDismiss={() => setState({ showMenu: false })}>
+          <Heading className="p-4 justify-center" size="md">{title}</Heading>
+          {options.map((item) => (
+            <label
+              className={`flex flex-shrink space-x-2 p-1 my-1 min-w-[176px] hover:bg-gray-200 dark:hover:bg-gray-800 dark:hover:text-white cursor-pointer capitalize text-sm`}
+              key={item}>
+              <input
+                className="mx-4 m-0 align-middle"
+                type="checkbox"
+                checked={selection == "all" || selection.indexOf(item) > -1}
+                onChange={() => onToggle(item)} />
+              {item.replaceAll("_", " ")}
+            </label>
+          ))}
+        </Menu>
+      ): null}
+    </div>
+  );
+}
\ No newline at end of file
diff --git a/web/src/routes/Camera.jsx b/web/src/routes/Camera.jsx
index 57e7c9e7e..abcda7d94 100644
--- a/web/src/routes/Camera.jsx
+++ b/web/src/routes/Camera.jsx
@@ -171,7 +171,7 @@ export default function Camera({ camera }) {
               className="mb-4 mr-4"
               key={objectType}
               header={objectType}
-              href={`/events?camera=${camera}&label=${encodeURIComponent(objectType)}`}
+              href={`/events?cameras=${camera}&labels=${encodeURIComponent(objectType)}`}
               media={<img src={`${apiHost}/api/${camera}/${encodeURIComponent(objectType)}/thumbnail.jpg`} />}
             />
           ))}
diff --git a/web/src/routes/Events.jsx b/web/src/routes/Events.jsx
index 417423cca..f259c31af 100644
--- a/web/src/routes/Events.jsx
+++ b/web/src/routes/Events.jsx
@@ -23,6 +23,7 @@ import Calendar from '../components/Calendar';
 import Button from '../components/Button';
 import Dialog from '../components/Dialog';
 import { fromUnixTime, intervalToDuration, formatDuration } from 'date-fns';
+import MultiSelect from '../components/MultiSelect';
 
 const API_LIMIT = 25;
 
@@ -53,10 +54,10 @@ export default function Events({ path, ...props }) {
   const [searchParams, setSearchParams] = useState({
     before: null,
     after: null,
-    camera: props.camera ?? 'all',
-    label: props.label ?? 'all',
-    zone: props.zone ?? 'all',
-    sub_label: props.sub_label ?? 'all',
+    cameras: props.cameras ?? 'all',
+    labels: props.labels ?? 'all',
+    zones: props.zones ?? 'all',
+    sub_labels: props.sub_labels ?? 'all',
   });
   const [state, setState] = useState({
     showDownloadMenu: false,
@@ -100,7 +101,7 @@ export default function Events({ path, ...props }) {
 
   const { data: config } = useSWR('config');
 
-  const { data: allSubLabels } = useSWR('sub_labels');
+  const { data: allSubLabels } = useSWR(['sub_labels', { split_joined: 1 }]);
 
   const filterValues = useMemo(
     () => ({
@@ -148,6 +149,40 @@ export default function Events({ path, ...props }) {
     }
   };
 
+  const onToggleNamedFilter = (name, item) => {
+    let items;
+
+    if (searchParams[name] == 'all') {
+      const currentItems = Array.from(filterValues[name]);
+
+      // don't remove all if only one option
+      if (currentItems.length > 1) {
+        currentItems.splice(currentItems.indexOf(item), 1);
+        items = currentItems.join(",");
+      } else {
+        items = ["all"];
+      }
+    } else {
+      let currentItems = searchParams[name].length > 0 ? searchParams[name].split(",") : [];
+
+      if (currentItems.includes(item)) {
+        // don't remove the last item in the filter list
+        if (currentItems.length > 1) {
+          currentItems.splice(currentItems.indexOf(item), 1);
+        }
+
+        items = currentItems.join(",");
+      } else if ((currentItems.length + 1) == filterValues[name].length) {
+        items = ["all"];
+      } else {
+        currentItems.push(item);
+        items = currentItems.join(",");
+      }
+    }
+
+    onFilter(name, items);
+  };
+
   const datePicker = useRef();
 
   const downloadButton = useRef();
@@ -260,56 +295,37 @@ export default function Events({ path, ...props }) {
     <div className="space-y-4 p-2 px-4 w-full">
       <Heading>Events</Heading>
       <div className="flex flex-wrap gap-2 items-center">
-        <select
+        <MultiSelect
           className="basis-1/5 cursor-pointer rounded dark:bg-slate-800"
-          value={searchParams.camera}
-          onChange={(e) => onFilter('camera', e.target.value)}
-        >
-          <option value="all">all cameras</option>
-          {filterValues.cameras.map((item) => (
-            <option key={item} value={item}>
-              {item.replaceAll('_', ' ')}
-            </option>
-          ))}
-        </select>
-        <select
+          title="Cameras"
+          options={filterValues.cameras}
+          selection={searchParams.cameras}
+          onToggle={(item) => onToggleNamedFilter("cameras", item)}
+        />
+        <MultiSelect
           className="basis-1/5 cursor-pointer rounded dark:bg-slate-800"
-          value={searchParams.label}
-          onChange={(e) => onFilter('label', e.target.value)}
-        >
-          <option value="all">all labels</option>
-          {filterValues.labels.map((item) => (
-            <option key={item.replaceAll('_', ' ')} value={item}>
-              {item}
-            </option>
-          ))}
-        </select>
-        <select
+          title="Labels"
+          options={filterValues.labels}
+          selection={searchParams.labels}
+          onToggle={(item) => onToggleNamedFilter("labels", item) }
+        />
+        <MultiSelect
           className="basis-1/5 cursor-pointer rounded dark:bg-slate-800"
-          value={searchParams.zone}
-          onChange={(e) => onFilter('zone', e.target.value)}
-        >
-          <option value="all">all zones</option>
-          {filterValues.zones.map((item) => (
-            <option key={item} value={item}>
-              {item.replaceAll('_', ' ')}
-            </option>
-          ))}
-        </select>
-        {filterValues.sub_labels.length > 0 && (
-          <select
-            className="basis-1/5 cursor-pointer rounded dark:bg-slate-800"
-            value={searchParams.sub_label}
-            onChange={(e) => onFilter('sub_label', e.target.value)}
-          >
-            <option value="all">all sub labels</option>
-            {filterValues.sub_labels.map((item) => (
-              <option key={item} value={item}>
-                {item}
-              </option>
-            ))}
-          </select>
-        )}
+          title="Zones"
+          options={filterValues.zones}
+          selection={searchParams.zones}
+          onToggle={(item) => onToggleNamedFilter("zones", item) }
+        />
+        {
+          filterValues.sub_labels.length > 0 && (
+            <MultiSelect
+              className="basis-1/5 cursor-pointer rounded dark:bg-slate-800"
+              title="Sub Labels"
+              options={filterValues.sub_labels}
+              selection={searchParams.sub_labels}
+              onToggle={(item) => onToggleNamedFilter("sub_labels", item) }
+            />
+          )}
         <div ref={datePicker} className="ml-auto">
           <CalendarIcon
             className="h-8 w-8 cursor-pointer"