diff --git a/src/pages/ExportPage.scss b/src/pages/ExportPage.scss
index f546c82..768810c 100644
--- a/src/pages/ExportPage.scss
+++ b/src/pages/ExportPage.scss
@@ -1044,11 +1044,59 @@
     padding: 14px;
     border-bottom: 1px solid var(--border-color);
 
-    h4 {
-      margin: 0;
-      font-size: 15px;
-      font-weight: 600;
-      color: var(--text-primary);
+    .detail-header-main {
+      display: flex;
+      align-items: center;
+      gap: 10px;
+      min-width: 0;
+    }
+
+    .detail-header-avatar {
+      width: 32px;
+      height: 32px;
+      border-radius: 8px;
+      background: linear-gradient(135deg, var(--primary), var(--primary-hover));
+      display: flex;
+      align-items: center;
+      justify-content: center;
+      overflow: hidden;
+      flex-shrink: 0;
+
+      img {
+        width: 100%;
+        height: 100%;
+        object-fit: cover;
+      }
+
+      span {
+        color: #fff;
+        font-size: 13px;
+        font-weight: 600;
+      }
+    }
+
+    .detail-header-meta {
+      min-width: 0;
+
+      h4 {
+        margin: 0;
+        font-size: 14px;
+        font-weight: 600;
+        color: var(--text-primary);
+        line-height: 1.2;
+        overflow: hidden;
+        text-overflow: ellipsis;
+        white-space: nowrap;
+      }
+    }
+
+    .detail-header-id {
+      margin-top: 3px;
+      font-size: 11px;
+      color: var(--text-tertiary);
+      overflow: hidden;
+      text-overflow: ellipsis;
+      white-space: nowrap;
     }
 
     .close-btn {
diff --git a/src/pages/ExportPage.tsx b/src/pages/ExportPage.tsx
index e783995..793185f 100644
--- a/src/pages/ExportPage.tsx
+++ b/src/pages/ExportPage.tsx
@@ -2721,7 +2721,19 @@ function ExportPage() {
                 onClick={(event) => event.stopPropagation()}
               >
               <div className="detail-header">
-                <h4>会话详情</h4>
+                <div className="detail-header-main">
+                  <div className="detail-header-avatar">
+                    {sessionDetail?.avatarUrl ? (
+                      <img src={sessionDetail.avatarUrl} alt="" />
+                    ) : (
+                      <span>{getAvatarLetter(sessionDetail?.displayName || sessionDetail?.wxid || '')}</span>
+                    )}
+                  </div>
+                  <div className="detail-header-meta">
+                    <h4>{sessionDetail?.displayName || '会话详情'}</h4>
+                    <div className="detail-header-id">{sessionDetail?.wxid || ''}</div>
+                  </div>
+                </div>
                 <button className="close-btn" onClick={() => setShowSessionDetailPanel(false)}>
                   <X size={16} />
                 </button>