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diff --git a/web_app_multigpu.py b/web_app_multigpu.py
index e0b4b95..57dbb60 100644
--- a/web_app_multigpu.py
+++ b/web_app_multigpu.py
@@ -173,9 +173,39 @@ def handle_search(mode):
             
             # 执行搜索
             if mode == 'text_to_text':
-                results = retrieval_system.search_text_to_text(query, top_k=top_k)
+                raw_results = retrieval_system.search_text_to_text(query, top_k=top_k)
+                # 格式化文本搜索结果
+                results = []
+                for text, score in raw_results:
+                    results.append({
+                        'text': text,
+                        'score': float(score)
+                    })
             else:  # text_to_image
-                results = retrieval_system.search_text_to_image(query, top_k=top_k)
+                raw_results = retrieval_system.search_text_to_image(query, top_k=top_k)
+                # 格式化图像搜索结果
+                results = []
+                for image_path, score in raw_results:
+                    try:
+                        # 读取图像并转换为base64
+                        with open(image_path, 'rb') as img_file:
+                            image_data = img_file.read()
+                            image_base64 = base64.b64encode(image_data).decode('utf-8')
+                        
+                        results.append({
+                            'filename': os.path.basename(image_path),
+                            'image_path': image_path,
+                            'image_base64': image_base64,
+                            'score': float(score)
+                        })
+                    except Exception as e:
+                        logger.error(f"读取图像失败 {image_path}: {e}")
+                        results.append({
+                            'filename': os.path.basename(image_path),
+                            'image_path': image_path,
+                            'image_base64': '',
+                            'score': float(score)
+                        })
             
             return jsonify({
                 'success': True,
@@ -211,9 +241,39 @@ def handle_search(mode):
             
             # 执行搜索
             if mode == 'image_to_text':
-                results = retrieval_system.search_image_to_text(filepath, top_k=top_k)
+                raw_results = retrieval_system.search_image_to_text(filepath, top_k=top_k)
+                # 格式化文本搜索结果
+                results = []
+                for text, score in raw_results:
+                    results.append({
+                        'text': text,
+                        'score': float(score)
+                    })
             else:  # image_to_image
-                results = retrieval_system.search_image_to_image(filepath, top_k=top_k)
+                raw_results = retrieval_system.search_image_to_image(filepath, top_k=top_k)
+                # 格式化图像搜索结果
+                results = []
+                for image_path, score in raw_results:
+                    try:
+                        # 读取图像并转换为base64
+                        with open(image_path, 'rb') as img_file:
+                            image_data = img_file.read()
+                            image_base64 = base64.b64encode(image_data).decode('utf-8')
+                        
+                        results.append({
+                            'filename': os.path.basename(image_path),
+                            'image_path': image_path,
+                            'image_base64': image_base64,
+                            'score': float(score)
+                        })
+                    except Exception as e:
+                        logger.error(f"读取图像失败 {image_path}: {e}")
+                        results.append({
+                            'filename': os.path.basename(image_path),
+                            'image_path': image_path,
+                            'image_base64': '',
+                            'score': float(score)
+                        })
             
             # 转换查询图片为base64
             query_image_b64 = image_to_base64(filepath)