diff --git a/ppcls/arch/backbone/__init__.py b/ppcls/arch/backbone/__init__.py
index b4f60f36bfaa87fa3df2b7ce6ca7263c52188870..de00c2a2a18f335ffa1ed043283a8ea6e5bfe80f 100644
--- a/ppcls/arch/backbone/__init__.py
+++ b/ppcls/arch/backbone/__init__.py
@@ -47,3 +47,4 @@ from ppcls.arch.backbone.model_zoo.distillation_models import ResNet50_vd_distil
 from ppcls.arch.backbone.model_zoo.swin_transformer import SwinTransformer_tiny_patch4_window7_224, SwinTransformer_small_patch4_window7_224, SwinTransformer_base_patch4_window7_224, SwinTransformer_base_patch4_window12_384, SwinTransformer_large_patch4_window7_224, SwinTransformer_large_patch4_window12_384
 from ppcls.arch.backbone.model_zoo.mixnet import MixNet_S, MixNet_M, MixNet_L
 from ppcls.arch.backbone.model_zoo.rexnet import ReXNet_1_0, ReXNet_1_3, ReXNet_1_5, ReXNet_2_0, ReXNet_3_0
+from ppcls.arch.backbone.variant_models.resnet_variant import ResNet50_last_stage_stride1
diff --git a/ppcls/arch/backbone/base/theseus_layer.py b/ppcls/arch/backbone/base/theseus_layer.py
index 58965f83be1c7f9c0210f233baec2f88867c909b..fe0fac15e4457c941f3f8aa3b67858c0e2904e97 100644
--- a/ppcls/arch/backbone/base/theseus_layer.py
+++ b/ppcls/arch/backbone/base/theseus_layer.py
@@ -35,15 +35,18 @@ class TheseusLayer(nn.Layer):
                 after_stop = True
                 continue
             if isinstance(self._sub_layers[layer_i], TheseusLayer):
-                after_stop = self._sub_layers[layer_i].stop_after(stop_layer_name)
+                after_stop = self._sub_layers[layer_i].stop_after(
+                    stop_layer_name)
         return after_stop
 
     def _update_res(self, return_layers):
         for layer_i in self._sub_layers:
             layer_name = self._sub_layers[layer_i].full_name()
             for return_pattern in return_layers:
-                if return_layers is not None and re.match(return_pattern, layer_name):
-                    self._sub_layers[layer_i].register_forward_post_hook(self._save_sub_res_hook)
+                if return_layers is not None and re.match(return_pattern,
+                                                          layer_name):
+                    self._sub_layers[layer_i].register_forward_post_hook(
+                        self._save_sub_res_hook)
 
     # def _save_sub_res_hook(self, layer, input, output):
     #     self.res_dict[layer.full_name()] = output
@@ -51,13 +54,24 @@ class TheseusLayer(nn.Layer):
     # def _disconnect_res_dict_hook(self, input, output):
     #     self.res_dict = None
 
-    def replace_sub(self, layer_name_pattern, replace_function, recursive=True):
-        for layer_i in self._sub_layers:
-            layer_name = self._sub_layers[layer_i].full_name()
+    def replace_sub(self, layer_name_pattern, replace_function,
+                    recursive=True):
+        for k in self._sub_layers.keys():
+            layer_name = self._sub_layers[k].full_name()
             if re.match(layer_name_pattern, layer_name):
-                self._sub_layers[layer_i] = replace_function(self._sub_layers[layer_i])
-            if recursive and isinstance(self._sub_layers[layer_i], TheseusLayer):
-                self._sub_layers[layer_i].replace_sub(layer_name_pattern, replace_function, recursive)
+                self._sub_layers[k] = replace_function(self._sub_layers[k])
+            if recursive:
+                if isinstance(self._sub_layers[k], TheseusLayer):
+                    self._sub_layers[k].replace_sub(
+                        layer_name_pattern, replace_function, recursive)
+                elif isinstance(self._sub_layers[k],
+                                nn.Sequential) or isinstance(
+                                    self._sub_layers[k], nn.LayerList):
+                    for kk in self._sub_layers[k]._sub_layers.keys():
+                        self._sub_layers[k]._sub_layers[kk].replace_sub(
+                            layer_name_pattern, replace_function, recursive)
+                else:
+                    pass
 
     '''
     example of replace function:
@@ -70,4 +84,4 @@ class TheseusLayer(nn.Layer):
         )
         return new_conv
 
-        '''
\ No newline at end of file
+        '''
diff --git a/ppcls/arch/backbone/variant_models/__init__.py b/ppcls/arch/backbone/variant_models/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e87a0e098cf19e4066c39c060d174512b64451a2
--- /dev/null
+++ b/ppcls/arch/backbone/variant_models/__init__.py
@@ -0,0 +1 @@
+from .resnet_variant import ResNet50_last_stage_stride1
diff --git a/ppcls/arch/backbone/variant_models/resnet_variant.py b/ppcls/arch/backbone/variant_models/resnet_variant.py
new file mode 100644
index 0000000000000000000000000000000000000000..81eb71bb8d73017e1a555d496f23a1dbb02088f9
--- /dev/null
+++ b/ppcls/arch/backbone/variant_models/resnet_variant.py
@@ -0,0 +1,22 @@
+from paddle.nn import Conv2D
+from ppcls.arch.backbone.legendary_models.resnet import ResNet50
+
+__all__ = ["ResNet50_last_stage_stride1"]
+
+
+def ResNet50_last_stage_stride1(pretrained=False, use_ssld=False, **kwargs):
+    def replace_function(conv):
+        new_conv = Conv2D(
+            in_channels=conv._in_channels,
+            out_channels=conv._out_channels,
+            kernel_size=conv._kernel_size,
+            stride=1,
+            padding=conv._padding,
+            groups=conv._groups,
+            bias_attr=conv._bias_attr)
+        return new_conv
+
+    match_re = "conv2d_4[4|6]"
+    model = ResNet50(pretrained=pretrained, use_ssld=use_ssld, **kwargs)
+    model.replace_sub(match_re, replace_function, True)
+    return model