diff --git a/src/pages/CharactersCreate/index.tsx b/src/pages/CharactersCreate/index.tsx
index 6955c43..3e75826 100644
--- a/src/pages/CharactersCreate/index.tsx
+++ b/src/pages/CharactersCreate/index.tsx
@@ -162,7 +162,6 @@ export default function CharactersCreate() {
     // 左侧角色风格库数据与选中项。
     const [characterList, setCharacterList] = useState<any[]>([]);
     const [diyCategoryList, setDiyCategoryList] = useState<Record<string, unknown>[]>([]);
-    const [selectedCharacterList, setSelectedCharacterList] = useState<any[]>([]);
 
     // 生成能力相关：分类 -> 模型 -> 参数。
     const [aiCategories, setAiCategories] = useState<any[]>([]);
@@ -211,11 +210,21 @@ export default function CharactersCreate() {
     const taskPageRef = useRef(1);
     const loadMoreRequestIdRef = useRef(0);
 
+    const selectedCharacterIdSet = useMemo(() => {
+        const idSet = new Set<string>();
+        images.forEach((imageItem) => {
+            if (typeof imageItem === "object" && imageItem.type === "character" && imageItem.id != null) {
+                idSet.add(String(imageItem.id));
+            }
+        });
+        return idSet;
+    }, [images]);
+
     const handleSelectCharacter = useCallback(
         (item: any) => {
             const id = item?.id;
             if (id === undefined || id === null) return;
-            const inList = selectedCharacterList.some((c) => String(c?.id) === String(id));
+            const normalizedId = String(id);
             const nextCharacterItem: CharacterImageItem = {
                 type: "character",
                 id: item?.id,
@@ -223,36 +232,23 @@ export default function CharactersCreate() {
                 avatar: item?.avatar,
             };
             setImages((prev) => {
-                const inImages = prev.some(
+                const existingIndex = prev.findIndex(
                     (imageItem) =>
                         typeof imageItem === "object" &&
                         imageItem.type === "character" &&
-                        String(imageItem.id) === String(id),
+                        String(imageItem.id) === normalizedId,
                 );
-                if (inImages) {
-                    setSelectedCharacterList((p) => p.filter((c) => String(c?.id) !== String(id)));
-                    return prev.filter(
-                        (imageItem) =>
-                            !(
-                                typeof imageItem === "object" &&
-                                imageItem.type === "character" &&
-                                String(imageItem.id) === String(id)
-                            ),
-                    );
-                }
-                if (!inImages && inList) {
-                    setSelectedCharacterList((p) => p.filter((c) => String(c?.id) !== String(id)));
-                    return prev;
+                if (existingIndex >= 0) {
+                    return prev.filter((_, idx) => idx !== existingIndex);
                 }
                 if (prev.length >= MAX_UPLOAD_IMAGES) {
                     Message.warning(t("composer.maxUploadReached", { max: MAX_UPLOAD_IMAGES }));
                     return prev;
                 }
-                setSelectedCharacterList((p) => (p.some((c) => String(c?.id) === String(id)) ? p : [...p, item]));
                 return [...prev, nextCharacterItem];
             });
         },
-        [selectedCharacterList, t],
+        [t],
     );
 
     const handleSelectMaterial = useCallback((item: any) => {
@@ -626,14 +622,8 @@ export default function CharactersCreate() {
 
     // 删除某一张已上传图片。
     const handleRemoveImage = useCallback((targetIdx: number) => {
-        setImages((prev) => {
-            const removedItem = prev[targetIdx];
-            if (typeof removedItem === "object" && removedItem.type === "character") {
-                setSelectedCharacterList((list) => list.filter((c) => String(c?.id) !== String(removedItem.id)));
-            }
-            return prev.filter((_, idx) => idx !== targetIdx);
-        });
-    }, [t]);
+        setImages((prev) => prev.filter((_, idx) => idx !== targetIdx));
+    }, []);
 
     const handleDownloadAsset = useCallback((asset: any, task: any, assetIdx: number) => {
         const imageUrl = asset?.images?.[0];
@@ -888,7 +878,7 @@ export default function CharactersCreate() {
                                             type="button"
                                             className={classNames(
                                                 "charactersCreate__styleCell",
-                                                selectedCharacterList.some((c) => String(c?.id) === String(item.id)) && "charactersCreate__styleCell_selected",
+                                                selectedCharacterIdSet.has(String(item.id)) && "charactersCreate__styleCell_selected",
                                             )}
                                             draggable
                                             onMouseEnter={() => {
diff --git a/src/pages/Explore/index.tsx b/src/pages/Explore/index.tsx
index 51e8ac9..5ce8162 100644
--- a/src/pages/Explore/index.tsx
+++ b/src/pages/Explore/index.tsx
@@ -59,7 +59,7 @@ export default function Explore() {
 
   useEffect(() => {
     dragTransferManager.warmupPreviewImages(
-      officialRoles.map((item) => item?.threeViewImage ?? item?.threeView),
+      officialRoles.map((item) => item?.threeViewImage),
     );
   }, [dragTransferManager, officialRoles]);
 
diff --git a/src/utils/imageDragTransfer.ts b/src/utils/imageDragTransfer.ts
index 80d59b0..5b2ec17 100644
--- a/src/utils/imageDragTransfer.ts
+++ b/src/utils/imageDragTransfer.ts
@@ -58,6 +58,15 @@ function normalizeUrl(rawUrl?: unknown): string {
  */
 export function createImageDragTransferManager(): ImageDragTransferManager {
   const cache = new Map<string, HTMLImageElement>();
+  const preloadTasks = new Map<string, Promise<void>>();
+  const fallbackDragImage = document.createElement("div");
+  fallbackDragImage.style.width = "1px";
+  fallbackDragImage.style.height = "1px";
+  fallbackDragImage.style.position = "fixed";
+  fallbackDragImage.style.top = "-9999px";
+  fallbackDragImage.style.left = "-9999px";
+  fallbackDragImage.style.opacity = "0";
+  document.body.appendChild(fallbackDragImage);
 
   const ensurePreviewImage = (rawUrl?: unknown): HTMLImageElement | null => {
     const url = normalizeUrl(rawUrl);
@@ -79,9 +88,46 @@ export function createImageDragTransferManager(): ImageDragTransferManager {
     return img;
   };
 
+  const ensurePreviewReady = (rawUrl?: unknown): Promise<void> => {
+    const url = normalizeUrl(rawUrl);
+    if (!url) return Promise.resolve();
+
+    const existedTask = preloadTasks.get(url);
+    if (existedTask) return existedTask;
+
+    const img = ensurePreviewImage(url);
+    if (!img) return Promise.resolve();
+
+    const task = new Promise<void>((resolve) => {
+      if (img.complete && img.naturalWidth > 0) {
+        resolve();
+        return;
+      }
+
+      const done = () => {
+        img.removeEventListener("load", done);
+        img.removeEventListener("error", done);
+        resolve();
+      };
+      img.addEventListener("load", done, { once: true });
+      img.addEventListener("error", done, { once: true });
+    }).then(async () => {
+      try {
+        if (typeof img.decode === "function") {
+          await img.decode();
+        }
+      } catch {
+        // decode 失败不影响拖拽流程，继续使用已有资源状态
+      }
+    });
+
+    preloadTasks.set(url, task);
+    return task;
+  };
+
   const warmupPreviewImages = (urls: unknown[]) => {
     urls.forEach((url) => {
-      ensurePreviewImage(url);
+      void ensurePreviewReady(url);
     });
   };
 
@@ -97,6 +143,9 @@ export function createImageDragTransferManager(): ImageDragTransferManager {
     const preview = ensurePreviewImage(previewUrl ?? dataUrl);
     if (preview && preview.complete && preview.naturalWidth > 0) {
       evt.dataTransfer.setDragImage(preview, 60, 60);
+    } else {
+      // 图片未就绪时使用极小占位图，避免浏览器回退截图拖拽源导致卡顿。
+      evt.dataTransfer.setDragImage(fallbackDragImage, 0, 0);
     }
     return true;
   };
@@ -108,6 +157,10 @@ export function createImageDragTransferManager(): ImageDragTransferManager {
       }
     });
     cache.clear();
+    preloadTasks.clear();
+    if (fallbackDragImage.parentNode) {
+      fallbackDragImage.parentNode.removeChild(fallbackDragImage);
+    }
   };
 
   return {