diff --git a/src/features/dataset/DatasetClassList.tsx b/src/features/dataset/DatasetClassList.tsx
index 2a16dbe..10b3f2a 100644
--- a/src/features/dataset/DatasetClassList.tsx
+++ b/src/features/dataset/DatasetClassList.tsx
@@ -2,7 +2,7 @@ import { useEffect, useMemo, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import { api, endpoints } from '../../api'
 import { getClassColor, FALLBACK_CLASS_NAMES } from '../../class-colors'
-import type { DetectionClass, ClassDistributionItem } from '../../types'
+import type { DetectionClass } from '../../types'
 
 const FALLBACK_CLASSES: DetectionClass[] = FALLBACK_CLASS_NAMES.map((name, i) => ({
   id: i + 1,
@@ -16,12 +16,12 @@ const FALLBACK_CLASSES: DetectionClass[] = FALLBACK_CLASS_NAMES.map((name, i) =>
 interface DatasetClassListProps {
   selectedClassNum: number
   onSelect: (classNum: number) => void
+  counts: Record<number, number>
 }
 
-export default function DatasetClassList({ selectedClassNum, onSelect }: DatasetClassListProps) {
+export default function DatasetClassList({ selectedClassNum, onSelect, counts }: DatasetClassListProps) {
   const { t } = useTranslation()
   const [classes, setClasses] = useState<DetectionClass[]>([])
-  const [counts, setCounts] = useState<Record<number, number>>({})
 
   useEffect(() => {
     api.get<DetectionClass[]>(endpoints.annotations.classes())
@@ -29,20 +29,12 @@ export default function DatasetClassList({ selectedClassNum, onSelect }: Dataset
       .catch(() => setClasses(FALLBACK_CLASSES))
   }, [])
 
-  useEffect(() => {
-    api.get<ClassDistributionItem[]>(endpoints.annotations.datasetClassDistribution())
-      .then(data => {
-        const map: Record<number, number> = {}
-        for (const d of data) map[d.classNum] = d.count
-        setCounts(map)
-      })
-      .catch(() => {})
-  }, [])
-
   const regularClasses = useMemo(() => classes.filter(c => c.photoMode === 0), [classes])
 
   useEffect(() => {
     const handler = (e: KeyboardEvent) => {
+      const t = e.target as HTMLElement | null
+      if (t && (t.tagName === 'INPUT' || t.tagName === 'TEXTAREA' || t.isContentEditable)) return
       const num = parseInt(e.key)
       if (num >= 1 && num <= 9) {
         const cls = regularClasses[num - 1]
diff --git a/src/features/dataset/DatasetFilterBar.tsx b/src/features/dataset/DatasetFilterBar.tsx
index 43e61de..5a2c80f 100644
--- a/src/features/dataset/DatasetFilterBar.tsx
+++ b/src/features/dataset/DatasetFilterBar.tsx
@@ -29,7 +29,7 @@ export default function DatasetFilterBar({
   const STATUS_OPTIONS = [
     {
       value: null,
-      label: t('dataset.status.none'),
+      label: t('dataset.status.all'),
       tone: 'muted' as const,
       dot: 'var(--text-muted)',
     },
diff --git a/src/features/dataset/DatasetLeftPanel.tsx b/src/features/dataset/DatasetLeftPanel.tsx
index 532ee77..8078858 100644
--- a/src/features/dataset/DatasetLeftPanel.tsx
+++ b/src/features/dataset/DatasetLeftPanel.tsx
@@ -4,6 +4,7 @@ import DatasetClassList from './DatasetClassList'
 interface DatasetLeftPanelProps {
   selectedClassNum: number
   onSelectClass: (n: number) => void
+  classCounts: Record<number, number>
   objectsOnly: boolean
   onObjectsOnlyChange: (v: boolean) => void
   search: string
@@ -15,6 +16,7 @@ interface DatasetLeftPanelProps {
 export default function DatasetLeftPanel({
   selectedClassNum,
   onSelectClass,
+  classCounts,
   objectsOnly,
   onObjectsOnlyChange,
   search,
@@ -28,7 +30,11 @@ export default function DatasetLeftPanel({
     <aside className="bracket panel flex flex-col shrink-0" style={{ width: 250 }}>
       <span className="br" />
 
-      <DatasetClassList selectedClassNum={selectedClassNum} onSelect={onSelectClass} />
+      <DatasetClassList
+        selectedClassNum={selectedClassNum}
+        onSelect={onSelectClass}
+        counts={classCounts}
+      />
 
       <div className="mt-auto border-t border-border-hair px-3 py-3 flex flex-col gap-3">
         <span className="micro">{t('dataset.filters')}</span>
diff --git a/src/features/dataset/DatasetPage.tsx b/src/features/dataset/DatasetPage.tsx
index 54b7e51..7b79961 100644
--- a/src/features/dataset/DatasetPage.tsx
+++ b/src/features/dataset/DatasetPage.tsx
@@ -188,21 +188,32 @@ export default function DatasetPage() {
       updateStatus(localIds, AnnotationStatus.Validated)
     }
     setSelectedIds(new Set())
+    setPage(1)
     fetchItems()
   }
 
-  const loadDistribution = useCallback(async () => {
-    try {
-      const data = await api.get<ClassDistributionItem[]>(endpoints.annotations.datasetClassDistribution())
-      setDistribution(data)
-    } catch {}
+  useEffect(() => {
+    api.get<ClassDistributionItem[]>(endpoints.annotations.datasetClassDistribution())
+      .then(setDistribution)
+      .catch(() => {})
   }, [])
 
-  useEffect(() => { if (tab === 'distribution') loadDistribution() }, [tab, loadDistribution])
+  const classCounts = useMemo(() => {
+    const m: Record<number, number> = {}
+    for (const d of distribution) m[d.classNum] = d.count
+    return m
+  }, [distribution])
 
-  const maxDistCount = Math.max(...distribution.map(d => d.count), 1)
+  const maxDistCount = useMemo(
+    () => Math.max(...distribution.map(d => d.count), 1),
+    [distribution],
+  )
   const totalPages = Math.ceil(totalCount / pageSize)
-  const grandTotal = totalCount + savedAnnotations.length
+  const relevantSavedCount = useMemo(() => {
+    if (!selectedFlight) return savedAnnotations.length
+    return savedAnnotations.filter(sd => !sd.flightId || sd.flightId === selectedFlight.id).length
+  }, [savedAnnotations, selectedFlight])
+  const grandTotal = totalCount + relevantSavedCount
   const validatedCount = useMemo(
     () => cards.filter(c => c.status === AnnotationStatus.Validated).length,
     [cards],
@@ -224,6 +235,7 @@ export default function DatasetPage() {
       <DatasetLeftPanel
         selectedClassNum={selectedClassNum}
         onSelectClass={setSelectedClassNum}
+        classCounts={classCounts}
         objectsOnly={objectsOnly}
         onObjectsOnlyChange={setObjectsOnly}
         search={search}
diff --git a/src/features/dataset/DatasetStatusBar.tsx b/src/features/dataset/DatasetStatusBar.tsx
index 97cb1f1..30e609a 100644
--- a/src/features/dataset/DatasetStatusBar.tsx
+++ b/src/features/dataset/DatasetStatusBar.tsx
@@ -6,7 +6,6 @@ interface DatasetStatusBarProps {
   firstSelectedName: string | null
   canValidate: boolean
   onValidate: () => void
-  onRefreshThumbnails?: () => void
 }
 
 export default function DatasetStatusBar({
@@ -15,7 +14,6 @@ export default function DatasetStatusBar({
   firstSelectedName,
   canValidate,
   onValidate,
-  onRefreshThumbnails,
 }: DatasetStatusBarProps) {
   const { t } = useTranslation()
 
@@ -35,21 +33,6 @@ export default function DatasetStatusBar({
         {t('dataset.validate')} ({selectedCount})
       </button>
 
-      <button
-        type="button"
-        className="btn btn-ghost"
-        onClick={onRefreshThumbnails}
-        disabled={!onRefreshThumbnails}
-      >
-        <svg width="11" height="11" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2">
-          <polyline points="23 4 23 10 17 10" />
-          <polyline points="1 20 1 14 7 14" />
-          <path d="M3.51 9a9 9 0 0 1 14.85-3.36L23 10" />
-          <path d="M20.49 15A9 9 0 0 1 5.64 18.36L1 14" />
-        </svg>
-        {t('dataset.refreshThumbnails')}
-      </button>
-
       <span className="w-px h-5 bg-border-hair shrink-0" />
 
       <div className="flex items-center gap-2 min-w-0">
diff --git a/src/features/dataset/DatasetTile.tsx b/src/features/dataset/DatasetTile.tsx
index 1827236..4b7b9ab 100644
--- a/src/features/dataset/DatasetTile.tsx
+++ b/src/features/dataset/DatasetTile.tsx
@@ -27,13 +27,13 @@ interface DatasetTileProps {
   onEditClick: () => void
 }
 
+const TILE_DATE_FMT = new Intl.DateTimeFormat('en', { day: '2-digit', month: 'short' })
+
 export function formatTileDate(iso: string): string {
   try {
     const d = new Date(iso)
     if (isNaN(d.getTime())) return ''
-    return new Intl.DateTimeFormat('en', { day: '2-digit', month: 'short' })
-      .format(d)
-      .toUpperCase()
+    return TILE_DATE_FMT.format(d).toUpperCase()
   } catch {
     return ''
   }
@@ -59,11 +59,15 @@ export default function DatasetTile({
           : { cls: 'pill-muted', label: t('dataset.status.none') }
 
   const borderCls = isSelected
-    ? 'border-2 border-accent-amber'
+    ? card.isSeed
+      ? 'border-2 border-accent-amber ring-1 ring-accent-red'
+      : 'border-2 border-accent-amber'
     : card.isSeed
       ? 'border border-accent-red'
       : 'border border-border-hair hover:border-accent-amber'
 
+  const tileDate = formatTileDate(card.createdDate)
+
   return (
     <div
       onClick={onClick}
@@ -96,12 +100,12 @@ export default function DatasetTile({
       />
 
       {/* corner-tag top-right */}
-      {formatTileDate(card.createdDate) && (
+      {tileDate && (
         <div
           className="absolute top-1.5 right-1.5 font-mono text-[9px] tracking-wider text-text-primary border border-border-hair rounded-[2px]"
           style={{ background: 'rgba(10,13,16,0.65)', padding: '1px 5px' }}
         >
-          {formatTileDate(card.createdDate)}
+          {tileDate}
         </div>
       )}