diff --git a/lib/ai/prompt-optimizer.ts b/lib/ai/prompt-optimizer.ts
index 3584cee86..703212827 100644
--- a/lib/ai/prompt-optimizer.ts
+++ b/lib/ai/prompt-optimizer.ts
@@ -131,10 +131,10 @@ const EDIT_TEMPLATES: Record<
       "风格迁移：将图片转换为{style}风格。要求：保持主体可识别性和基本特征，色彩风格协调统一，整体效果自然美观。",
     negative: "主体变形严重，特征丢失，风格不统一，色彩异常，人物不可识别",
     extractors: {
-      style: /(?:转换为|变成|改成|转成)(.+?)(?:风格|$)/,
+      style: /(?:转换为|转化为|变成|变为|改成|改为|转成)(.+?)(?:风格|样式|效果|$)/,
     },
     defaults: {
-      style: "卡通动漫",
+      style: "目标风格",
     },
   },
 
@@ -171,6 +171,41 @@ const EDIT_TEMPLATES: Record<
 
 import { generateText } from "ai";
 
+function inferStyleTransferTarget(originalPrompt: string, extracted?: string): string {
+  const text = (originalPrompt || "").trim();
+  const normalized = text.toLowerCase();
+
+  const cleanCandidate = (value?: string) =>
+    String(value || "")
+      .replace(/[\n\r]/g, " ")
+      .replace(/[，。！？；,.!?]/g, " ")
+      .replace(/\s+/g, " ")
+      .trim();
+
+  const explicitMatch = text.match(
+    /(?:转换为|转化为|变成|变为|改成|改为|转成)\s*([^，。！？；,.!?]+)/i
+  );
+  const explicitValue = cleanCandidate(explicitMatch?.[1]);
+  if (explicitValue) return explicitValue;
+
+  const extractedValue = cleanCandidate(extracted);
+  if (extractedValue) return extractedValue;
+
+  if (/写实|真实|实拍|照片|摄影|photoreal|realistic/.test(normalized)) {
+    return "真实写实照片";
+  }
+  if (/卡通|动漫|二次元|插画|漫画|anime|cartoon/.test(normalized)) {
+    return "卡通动漫";
+  }
+  if (/电影|cinematic|cinema/.test(normalized)) {
+    return "电影感";
+  }
+  if (/油画|watercolor|水彩|素描|国风|古风/.test(normalized)) {
+    return "艺术风格";
+  }
+  return "目标风格";
+}
+
 // 历史消息类型
 interface HistoryMessage {
   role: "user" | "assistant";
@@ -630,6 +665,10 @@ export function optimizePrompt(params: {
   for (const [key, regex] of Object.entries(template.extractors)) {
     const match = originalPrompt.match(regex as RegExp);
     let value = match ? match[1].trim() : template.defaults[key] || "";
+
+    if (subIntent === "style_transfer" && key === "style") {
+      value = inferStyleTransferTarget(originalPrompt, value);
+    }
     
     // 清理提取的值
     value = value.replace(/[，。！？,.!?]/g, "").trim();
@@ -662,6 +701,9 @@ export function optimizePrompt(params: {
     for (const [key, regex] of Object.entries(template.extractors) as [string, RegExp][]) {
       const match = originalPrompt.match(regex);
       let value = match ? match[1].trim() : template.defaults[key] || "";
+      if (subIntent === "style_transfer" && key === "style") {
+        value = inferStyleTransferTarget(originalPrompt, value);
+      }
       value = value.replace(/[，。！？,.!?]/g, "").trim();
       if (!value) {
         value = template.defaults[key] || "";