diff --git a/frontend/src/pages/AutoMatch.tsx b/frontend/src/pages/AutoMatch.tsx
index 81e2acf..aab1783 100644
--- a/frontend/src/pages/AutoMatch.tsx
+++ b/frontend/src/pages/AutoMatch.tsx
@@ -233,6 +233,27 @@ export default function AutoMatch() {
               {currentPerson && (
                 <>
                   <div className="mb-4">
+                    <div className="flex items-center justify-between mb-2">
+                      <div className="text-sm text-gray-600">
+                        Person {currentIndex + 1} of {activePeople.length}
+                      </div>
+                      <div className="space-x-2">
+                        <button
+                          onClick={goBack}
+                          disabled={!canGoBack}
+                          className="px-2 py-1 text-sm border rounded hover:bg-gray-50 disabled:bg-gray-100 disabled:cursor-not-allowed disabled:text-gray-400"
+                        >
+                          Prev
+                        </button>
+                        <button
+                          onClick={goNext}
+                          disabled={!canGoNext}
+                          className="px-2 py-1 text-sm border rounded hover:bg-gray-50 disabled:bg-gray-100 disabled:cursor-not-allowed disabled:text-gray-400"
+                        >
+                          Next
+                        </button>
+                      </div>
+                    </div>
                     <p className="font-semibold">👤 Person: {currentPerson.person_name}</p>
                     <p className="text-sm text-gray-600">
                       📁 Photo: {currentPerson.reference_photo_filename}
diff --git a/frontend/src/pages/Identify.tsx b/frontend/src/pages/Identify.tsx
index 6657fbb..9f21da6 100644
--- a/frontend/src/pages/Identify.tsx
+++ b/frontend/src/pages/Identify.tsx
@@ -22,7 +22,7 @@ export default function Identify() {
   const [similar, setSimilar] = useState<SimilarFaceItem[]>([])
   const [compareEnabled, setCompareEnabled] = useState(true)
   const [selectedSimilar, setSelectedSimilar] = useState<Record<number, boolean>>({})
-  const [uniqueFacesOnly, setUniqueFacesOnly] = useState(false)
+  const [uniqueFacesOnly, setUniqueFacesOnly] = useState(true)
 
   const [people, setPeople] = useState<Person[]>([])
   const [personId, setPersonId] = useState<number | undefined>(undefined)
@@ -33,6 +33,7 @@ export default function Identify() {
   const [dob, setDob] = useState('')
   const [busy, setBusy] = useState(false)
   const [imageLoading, setImageLoading] = useState(false)
+  const [filtersCollapsed, setFiltersCollapsed] = useState(false)
   
   // Store form data per face ID (matching desktop behavior)
   const [faceFormData, setFaceFormData] = useState<Record<number, {
@@ -282,17 +283,13 @@ export default function Identify() {
 
   useEffect(() => {
     const onKey = (e: KeyboardEvent) => {
-      if (e.key.toLowerCase() === 'j') {
-        setCurrentIdx((i) => Math.min(i + 1, Math.max(0, faces.length - 1)))
-      } else if (e.key.toLowerCase() === 'k') {
-        setCurrentIdx((i) => Math.max(i - 1, 0))
-      } else if (e.key === 'Enter' && canIdentify) {
+      if (e.key === 'Enter' && canIdentify) {
         handleIdentify()
       }
     }
     window.addEventListener('keydown', onKey)
     return () => window.removeEventListener('keydown', onKey)
-  }, [faces.length, canIdentify])
+  }, [canIdentify])
 
   const handleIdentify = async () => {
     if (!currentFace) return
@@ -349,8 +346,23 @@ export default function Identify() {
       <div className="grid grid-cols-12 gap-4">
         {/* Left: Controls and current face */}
         <div className="col-span-4">
-          <div className="bg-white rounded-lg shadow p-4 mb-4">
-            <div className="grid grid-cols-2 gap-3">
+          <div className="bg-white rounded-lg shadow mb-4">
+            <div className="flex items-center justify-between p-4 border-b cursor-pointer hover:bg-gray-50" onClick={() => setFiltersCollapsed(!filtersCollapsed)}>
+              <h2 className="text-lg font-semibold text-gray-900">Filters</h2>
+              <button 
+                className="text-gray-500 hover:text-gray-700 focus:outline-none"
+                onClick={(e) => {
+                  e.stopPropagation()
+                  setFiltersCollapsed(!filtersCollapsed)
+                }}
+                aria-label={filtersCollapsed ? 'Expand filters' : 'Collapse filters'}
+              >
+                <span className="text-sm">{filtersCollapsed ? '▼' : '▲'}</span>
+              </button>
+            </div>
+            {!filtersCollapsed && (
+              <div className="p-4">
+                <div className="grid grid-cols-2 gap-3">
               <div>
                 <label className="block text-sm font-medium text-gray-700">Min Quality</label>
                 <input type="range" min={0} max={1} step={0.05} value={minQuality}
@@ -394,28 +406,30 @@ export default function Identify() {
                 </select>
               </div>
             </div>
-            <div className="mt-3 pt-3 border-t">
-              <label className="flex items-center gap-2">
-                <input
-                  type="checkbox"
-                  checked={uniqueFacesOnly}
-                  onChange={(e) => setUniqueFacesOnly(e.target.checked)}
-                  className="rounded"
-                />
-                <span className="text-sm text-gray-700">Unique faces only</span>
-              </label>
-              <p className="text-xs text-gray-500 mt-1 ml-6">
-                Hide duplicates with ≥60% match confidence
-              </p>
-            </div>
+                <div className="mt-3 pt-3 border-t">
+                  <label className="flex items-center gap-2">
+                    <input
+                      type="checkbox"
+                      checked={uniqueFacesOnly}
+                      onChange={(e) => setUniqueFacesOnly(e.target.checked)}
+                      className="rounded"
+                    />
+                    <span className="text-sm text-gray-700">Unique faces only</span>
+                  </label>
+                  <p className="text-xs text-gray-500 mt-1 ml-6">
+                    Hide duplicates with ≥60% match confidence
+                  </p>
+                </div>
+              </div>
+            )}
           </div>
 
           <div className="bg-white rounded-lg shadow p-4">
             <div className="flex items-center justify-between mb-2">
               <div className="text-sm text-gray-600">{currentInfo}</div>
               <div className="space-x-2">
-                <button className="px-2 py-1 text-sm border rounded" onClick={() => setCurrentIdx((i) => Math.max(0, i - 1))}>Prev (K)</button>
-                <button className="px-2 py-1 text-sm border rounded" onClick={() => setCurrentIdx((i) => Math.min(faces.length - 1, i + 1))}>Next (J)</button>
+                <button className="px-2 py-1 text-sm border rounded" onClick={() => setCurrentIdx((i) => Math.max(0, i - 1))}>Prev</button>
+                <button className="px-2 py-1 text-sm border rounded" onClick={() => setCurrentIdx((i) => Math.min(faces.length - 1, i + 1))}>Next</button>
               </div>
             </div>
             {!currentFace ? (
@@ -549,8 +563,8 @@ export default function Identify() {
                       className={`px-3 py-2 rounded text-white ${canIdentify && !busy ? 'bg-indigo-600 hover:bg-indigo-700' : 'bg-gray-400 cursor-not-allowed'}`}>
                       {busy ? 'Identifying...' : 'Identify (Enter)'}
                     </button>
-                    <button onClick={() => setCurrentIdx((i) => Math.max(0, i - 1))} className="px-3 py-2 rounded border">Back (K)</button>
-                    <button onClick={() => setCurrentIdx((i) => Math.min(faces.length - 1, i + 1))} className="px-3 py-2 rounded border">Next (J)</button>
+                    <button onClick={() => setCurrentIdx((i) => Math.max(0, i - 1))} className="px-3 py-2 rounded border">Back</button>
+                    <button onClick={() => setCurrentIdx((i) => Math.min(faces.length - 1, i + 1))} className="px-3 py-2 rounded border">Next</button>
                   </div>
                 </div>
               </div>
diff --git a/src/core/search_stats.py b/src/core/search_stats.py
index ae86673..0f07dbb 100644
--- a/src/core/search_stats.py
+++ b/src/core/search_stats.py
@@ -335,6 +335,8 @@ class SearchStats:
     def get_photos_without_faces(self) -> List[Tuple]:
         """Get photos that have no detected faces
         
+        Only includes processed photos (photos that have been processed for face detection).
+        
         Returns:
             List of tuples: (photo_path, filename)
         """
@@ -343,11 +345,13 @@ class SearchStats:
             with self.db.get_db_connection() as conn:
                 cursor = conn.cursor()
                 # Find photos that have no faces associated with them
+                # Only include processed photos
                 cursor.execute('''
                     SELECT p.path, p.filename
                     FROM photos p
                     LEFT JOIN faces f ON p.id = f.photo_id
                     WHERE f.photo_id IS NULL
+                    AND p.processed = 1
                     ORDER BY p.filename
                 ''')
                 for row in cursor.fetchall():
diff --git a/src/web/services/search_service.py b/src/web/services/search_service.py
index 7379072..d47b6f0 100644
--- a/src/web/services/search_service.py
+++ b/src/web/services/search_service.py
@@ -182,12 +182,14 @@ def get_photos_without_faces(
 ) -> Tuple[List[Photo], int]:
     """Get photos that have no detected faces.
     
+    Only includes processed photos (photos that have been processed for face detection).
     Matches desktop behavior exactly.
     """
     query = (
         db.query(Photo)
         .outerjoin(Face, Photo.id == Face.photo_id)
         .filter(Face.photo_id.is_(None))
+        .filter(Photo.processed == True)  # Only include processed photos
     )
     
     # Apply folder filter if provided