diff --git a/mmseg/models/backbones/stdc.py b/mmseg/models/backbones/stdc.py
index ece7da172..fefaecbdf 100644
--- a/mmseg/models/backbones/stdc.py
+++ b/mmseg/models/backbones/stdc.py
@@ -4,7 +4,7 @@ import torch
 import torch.nn as nn
 import torch.nn.functional as F
 from mmcv.cnn import ConvModule
-from mmcv.runner.base_module import BaseModule, ModuleList, Sequential
+from mmengine.model import BaseModule, ModuleList, Sequential
 
 from mmseg.ops import resize
 from mmseg.registry import MODELS
diff --git a/mmseg/models/backbones/swin.py b/mmseg/models/backbones/swin.py
index ca8a71f0d..8d4aad657 100644
--- a/mmseg/models/backbones/swin.py
+++ b/mmseg/models/backbones/swin.py
@@ -11,10 +11,10 @@ from mmcv.cnn import build_norm_layer
 from mmcv.cnn.bricks.transformer import FFN, build_dropout
 from mmcv.cnn.utils.weight_init import (constant_init, trunc_normal_,
                                         trunc_normal_init)
-from mmcv.runner import (BaseModule, CheckpointLoader, ModuleList,
-                         load_state_dict)
+from mmcv.runner import CheckpointLoader, load_state_dict
 from mmcv.utils import to_2tuple
 from mmengine.logging import print_log
+from mmengine.model import BaseModule, ModuleList
 
 from mmseg.registry import MODELS
 from ..utils.embed import PatchEmbed, PatchMerging
diff --git a/mmseg/models/backbones/vit.py b/mmseg/models/backbones/vit.py
index 7757d5064..3707ff529 100644
--- a/mmseg/models/backbones/vit.py
+++ b/mmseg/models/backbones/vit.py
@@ -9,9 +9,9 @@ from mmcv.cnn import build_norm_layer
 from mmcv.cnn.bricks.transformer import FFN, MultiheadAttention
 from mmcv.cnn.utils.weight_init import (constant_init, kaiming_init,
                                         trunc_normal_)
-from mmcv.runner import (BaseModule, CheckpointLoader, ModuleList,
-                         load_state_dict)
+from mmcv.runner import CheckpointLoader, load_state_dict
 from mmengine.logging import print_log
+from mmengine.model import BaseModule, ModuleList
 from torch.nn.modules.batchnorm import _BatchNorm
 from torch.nn.modules.utils import _pair as to_2tuple
 
diff --git a/mmseg/models/utils/embed.py b/mmseg/models/utils/embed.py
index 1515675e1..d29183e78 100644
--- a/mmseg/models/utils/embed.py
+++ b/mmseg/models/utils/embed.py
@@ -5,8 +5,8 @@ from typing import Sequence
 import torch.nn as nn
 import torch.nn.functional as F
 from mmcv.cnn import build_conv_layer, build_norm_layer
-from mmcv.runner.base_module import BaseModule
 from mmcv.utils import to_2tuple
+from mmengine.model import BaseModule
 
 
 class AdaptivePadding(nn.Module):