diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_224.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_224.yaml
index e53c3ed2f3c6b0be60fe661647b60fdd44fe97a9..4655e02b3afb558177b9989276c1d25166a2f4d7 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_224.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_224.yaml
@@ -131,14 +131,14 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg
   batch_size: 10
   transforms:
     - DecodeImage:
         to_rgb: True
         channel_first: False
     - ResizeImage:
-        resize_short: 256
+        resize_short: 248
         interpolation: bicubic
         backend: pil
     - CropImage:
diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_384.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_384.yaml
index f44d2e2cab999f4755df8d38430d0ccc8ab34e91..1e6b1f79f5a86be481920c659d7344d2c0ce182a 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_384.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_base_384.yaml
@@ -131,7 +131,7 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg
   batch_size: 10
   transforms:
     - DecodeImage:
diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_224.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_224.yaml
index 869dbce135c96790fb0bb199cdf9411c9ba6a09b..ddeacadf0cf93bb2941819a218d76fa8eeba92b2 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_224.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_224.yaml
@@ -131,14 +131,14 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg
   batch_size: 10
   transforms:
     - DecodeImage:
         to_rgb: True
         channel_first: False
     - ResizeImage:
-        resize_short: 256
+        resize_short: 248
         interpolation: bicubic
         backend: pil
     - CropImage:
diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_384.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_384.yaml
index 9026ff0f6b694dc906381d7edb6cd53fdcbce521..ab477ef2e7ba4613e0e292c8279c1e077e9dedee 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_384.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_large_384.yaml
@@ -131,7 +131,7 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg
   batch_size: 10
   transforms:
     - DecodeImage:
diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_small_224.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_small_224.yaml
index 2464c9f60e5c93d89b9ffecefe529428ceb83d85..ec3c5a1452db3b2b224bf888b1015cab10374462 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_small_224.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_small_224.yaml
@@ -131,14 +131,14 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg 
   batch_size: 10
   transforms:
     - DecodeImage:
         to_rgb: True
         channel_first: False
     - ResizeImage:
-        resize_short: 256
+        resize_short: 248
         interpolation: bicubic
         backend: pil
     - CropImage:
diff --git a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_tiny_224.yaml b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_tiny_224.yaml
index 26cf81aefddf3981a680ce0cde29059b7131676c..3e3f9252578e8b3e06d7d858e303fdd39eeded25 100644
--- a/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_tiny_224.yaml
+++ b/ppcls/configs/ImageNet/CSWinTransformer/CSWinTransformer_tiny_224.yaml
@@ -131,14 +131,14 @@ DataLoader:
       use_shared_memory: True
 
 Infer:
-  infer_imgs: docs/images/whl/demo.jpg
+  infer_imgs: docs/images/inference_deployment/whl_demo.jpg
   batch_size: 10
   transforms:
     - DecodeImage:
         to_rgb: True
         channel_first: False
     - ResizeImage:
-        resize_short: 256
+        resize_short: 248
         interpolation: bicubic
         backend: pil
     - CropImage: