diff --git a/DrissionPage/chromium_base.py b/DrissionPage/chromium_base.py
index 1e25da5..1c764c2 100644
--- a/DrissionPage/chromium_base.py
+++ b/DrissionPage/chromium_base.py
@@ -57,7 +57,7 @@ class ChromiumBase(BasePage):
         :param none: 用于后代继承
         :return: None
         """
-        self.address = address
+        self.address = address.replace('localhost', '127.0.0.1').lstrip('http://').lstrip('https://')
 
     def _set_runtime_settings(self):
         self._timeouts = Timeout(self)
diff --git a/DrissionPage/chromium_page.py b/DrissionPage/chromium_page.py
index 821bbb4..ca17a1e 100644
--- a/DrissionPage/chromium_page.py
+++ b/DrissionPage/chromium_page.py
@@ -57,7 +57,8 @@ class ChromiumPage(ChromiumBase):
         else:
             raise TypeError('只能接收ChromiumDriver或ChromiumOptions类型参数。')
 
-        self.address = self._driver_options.debugger_address
+        self.address = self._driver_options.debugger_address.replace('localhost',
+                                                                     '127.0.0.1').lstrip('http://').lstrip('https://')
 
     def _set_runtime_settings(self):
         """设置运行时用到的属性"""
diff --git a/DrissionPage/commons/browser.py b/DrissionPage/commons/browser.py
index 6033996..77c4c86 100644
--- a/DrissionPage/commons/browser.py
+++ b/DrissionPage/commons/browser.py
@@ -21,12 +21,11 @@ def connect_browser(option):
     :param option: DriverOptions对象
     :return: chrome 路径和进程对象组成的元组
     """
-    debugger_address = option.debugger_address
+    debugger_address = option.debugger_address.replace('localhost', '127.0.0.1').lstrip('http://').lstrip('https://')
     chrome_path = option.browser_path
 
-    debugger_address = debugger_address[7:] if debugger_address.startswith('http://') else debugger_address
     ip, port = debugger_address.split(':')
-    if ip not in ('127.0.0.1', 'localhost'):
+    if ip != '127.0.0.1':
         test_connect(ip, port)
         return None, None
 
diff --git a/DrissionPage/configs/chromium_options.py b/DrissionPage/configs/chromium_options.py
index b7d619f..49f395b 100644
--- a/DrissionPage/configs/chromium_options.py
+++ b/DrissionPage/configs/chromium_options.py
@@ -115,6 +115,7 @@ class ChromiumOptions(object):
     @debugger_address.setter
     def debugger_address(self, address):
         """设置浏览器地址，格式ip:port"""
+        address = address.replace('localhost', '127.0.0.1').lstrip('http://').lstrip('https://')
         self._debugger_address = address
 
     @property
@@ -313,7 +314,7 @@ class ChromiumOptions(object):
             self._auto_port = False
 
         if debugger_address is not None:
-            self._debugger_address = debugger_address
+            self.debugger_address = debugger_address
 
         if download_path is not None:
             self._download_path = str(download_path)
diff --git a/DrissionPage/easy_set.py b/DrissionPage/easy_set.py
index 640dbb2..044c22b 100644
--- a/DrissionPage/easy_set.py
+++ b/DrissionPage/easy_set.py
@@ -89,7 +89,8 @@ def set_paths(driver_path=None,
         om.set_item('chrome_options', 'debugger_address', f'127.0.0.1:{local_port}')
 
     if debugger_address is not None:
-        om.set_item('chrome_options', 'debugger_address', debugger_address)
+        address = debugger_address.replace('localhost', '127.0.0.1').lstrip('http://').lstrip('https://')
+        om.set_item('chrome_options', 'debugger_address', address)
 
     if download_path is not None:
         om.set_item('paths', 'download_path', format_path(download_path))
diff --git a/DrissionPage/web_page.py b/DrissionPage/web_page.py
index 3c7aa2f..02dda53 100644
--- a/DrissionPage/web_page.py
+++ b/DrissionPage/web_page.py
@@ -83,7 +83,8 @@ class WebPage(SessionPage, ChromiumPage, BasePage):
             else:
                 raise TypeError('driver_or_options参数只能接收ChromiumDriver, ChromiumOptions、None或False。')
 
-        self.address = self._driver_options.debugger_address
+        self.address = self._driver_options.debugger_address.replace('localhost',
+                                                                     '127.0.0.1').lstrip('http://').lstrip('https://')
 
         # Session配置
         if isinstance(se_opt, Session):