diff --git a/src/app/main_window.py b/src/app/main_window.py
index 57c3e84..7653824 100644
--- a/src/app/main_window.py
+++ b/src/app/main_window.py
@@ -47,6 +47,10 @@ class MainWindow(QMainWindow):
     # ------------------------------------------------------------------
 
     def _build_ui(self):
+        # Fine-tune state: track which queue item is currently being edited
+        self._active_queue_item = None
+        self._loading_queue_item = False  # suppress fine-tune marking during item load
+
         root = QWidget()
         root.setObjectName("root")
         layout = QVBoxLayout(root)
@@ -246,20 +250,96 @@ class MainWindow(QMainWindow):
     # ------------------------------------------------------------------
 
     def _connect_signals(self):
-        """Connect inter-panel signals needed for the queue workflow."""
-        # Asset lists → queue rebuilds automatically
+        # ── Asset lists ────────────────────────────────────────────────────
         self.image_list_panel.garments_changed.connect(self.queue_panel.set_garments)
         self.image_list_panel.prints_changed.connect(self.queue_panel.set_prints)
-        # Queue row selection → preview canvas
+        # Direct preview clicks → canvas (outside of queue flow)
+        self.image_list_panel.garment_preview_changed.connect(self._on_garment_preview)
+        self.image_list_panel.print_preview_changed.connect(self._on_print_preview)
+
+        # ── Queue ──────────────────────────────────────────────────────────
         self.queue_panel.item_activated.connect(self._on_queue_item_activated)
 
+        # ── Canvas ↔ TransformPanel bidirectional sync ─────────────────────
+        # set_transform() on either side does NOT re-emit → no signal loop
+        self.image_canvas.transform_changed.connect(self.transform_panel.set_transform)
+        self.transform_panel.transform_changed.connect(self.image_canvas.set_transform)
+
+        # Both change paths feed fine-tune detection
+        self.image_canvas.transform_changed.connect(self._on_transform_changed)
+        self.transform_panel.transform_changed.connect(self._on_transform_changed)
+
+        # ── Template panel ─────────────────────────────────────────────────
+        # Template selection updates canvas, param panel, and queue template
+        self.template_panel.template_applied.connect(self.image_canvas.set_transform)
+        self.template_panel.template_applied.connect(self.transform_panel.set_transform)
+        self.template_panel.template_applied.connect(self.queue_panel.set_transform)
+
+        # ── Export panel secondary buttons → template panel ────────────────
+        self.export_panel.apply_as_template.connect(self.template_panel._save_as_template)
+        self.export_panel.reset_to_template.connect(self.template_panel._reset_to_template)
+
+    def _on_garment_preview(self, asset):
+        """Load a garment from the asset list into the canvas for direct preview."""
+        self._active_queue_item = None   # leave queue mode
+        if not asset:
+            self.export_panel.set_garment(None)
+            return
+        path = str(asset.path)
+        self.image_canvas.load_garment(path)
+        self.export_panel.set_garment(path)
+        # Tell template panel the garment dimensions so ratio→pixel conversion works
+        try:
+            from PIL import Image as _PilImage
+            with _PilImage.open(path) as img:
+                self.template_panel.set_garment_size(img.width, img.height)
+        except Exception:
+            pass
+
+    def _on_print_preview(self, asset):
+        """Load a print from the asset list into the canvas for direct preview."""
+        self._active_queue_item = None
+        if not asset:
+            self.export_panel.set_print(None)
+            return
+        path = str(asset.path)
+        self.image_canvas.load_print(path)
+        self.export_panel.set_print(path)
+
     def _on_queue_item_activated(self, item):
-        """Load garment and print from a selected queue item into the canvas."""
-        self.image_canvas.load_garment(str(item.garment.path))
-        self.image_canvas.load_print(str(item.print_asset.path))
-        if item.transform:
-            self.image_canvas.set_transform(item.transform)
-            self.transform_panel.set_transform(item.transform)
+        """Load a queue item into the canvas and arm fine-tune tracking."""
+        self._active_queue_item = item
+        self._loading_queue_item = True
+        try:
+            garment_path = str(item.garment.path)
+            print_path = str(item.print_asset.path)
+            self.image_canvas.load_garment(garment_path)
+            self.image_canvas.load_print(print_path)
+            self.export_panel.set_garment(garment_path)
+            self.export_panel.set_print(print_path)
+            # If the item already has a fine-tuned transform, restore it
+            if item.transform:
+                self.image_canvas.set_transform(item.transform)
+                self.transform_panel.set_transform(item.transform)
+            # Keep template panel garment size in sync
+            try:
+                from PIL import Image as _PilImage
+                with _PilImage.open(garment_path) as img:
+                    self.template_panel.set_garment_size(img.width, img.height)
+            except Exception:
+                pass
+        finally:
+            self._loading_queue_item = False
+
+    def _on_transform_changed(self, state):
+        """Route transform changes to panels and mark the active queue item fine-tuned."""
+        # Keep template panel and export panel up to date for save/export actions
+        self.template_panel.set_transform(state)
+        self.export_panel.set_transform(state)
+        # Mark the active queue item as fine-tuned (suppressed during item load)
+        if self._loading_queue_item or self._active_queue_item is None:
+            return
+        self.queue_panel.mark_item_fine_tuned(self._active_queue_item, state)
 
     # ------------------------------------------------------------------
     # Style  (ref: docs/07-ui-design.md §10)
diff --git a/src/app/widgets/queue_panel.py b/src/app/widgets/queue_panel.py
index 2fa1e25..8ebb74a 100644
--- a/src/app/widgets/queue_panel.py
+++ b/src/app/widgets/queue_panel.py
@@ -279,6 +279,16 @@ class QueuePanel(QWidget):
     def set_export_options(self, options: ExportOptions):
         self._export_options = options
 
+    def mark_item_fine_tuned(self, item: "QueueItem", state: TransformState):
+        """Save a per-item transform and mark it as fine-tuned in the table."""
+        try:
+            row = self._model._items.index(item)
+        except ValueError:
+            return
+        item.transform = state
+        item.param_source = "已微调"
+        self._model.update_row(row)
+
     # ── internal slots ───────────────────────────────────────────────────────
 
     def _rebuild_queue(self):
diff --git a/tasks.md b/tasks.md
index f4c5380..eb52a2b 100644
--- a/tasks.md
+++ b/tasks.md
@@ -452,16 +452,16 @@
 
 任务：
 
-- [ ] 定义队列项微调状态
-- [ ] 手动调整队列项后标记为 `已微调`
-- [ ] 微调项保存独立 `TransformState`
-- [ ] 批量导出时微调项使用自己的参数
-- [ ] 未微调项使用模板参数
+- [x] 定义队列项微调状态
+- [x] 手动调整队列项后标记为 `已微调`
+- [x] 微调项保存独立 `TransformState`
+- [x] 批量导出时微调项使用自己的参数
+- [x] 未微调项使用模板参数
 
 验收：
 
-- [ ] 已微调项不会被无提示覆盖
-- [ ] 队列表格能显示 `模板` 和 `已微调`
+- [x] 已微调项不会被无提示覆盖
+- [x] 队列表格能显示 `模板` 和 `已微调`
 
 ## 15. 测试