diff --git a/src/otx/recipe/multiclass_classification/efficientnet_b0_light.yaml b/src/otx/recipe/multiclass_classification/efficientnet_b0_light.yaml
index 6a53ceb5403..1cd97ce193e 100644
--- a/src/otx/recipe/multiclass_classification/efficientnet_b0_light.yaml
+++ b/src/otx/recipe/multiclass_classification/efficientnet_b0_light.yaml
@@ -29,11 +29,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/efficientnet_v2_light.yaml b/src/otx/recipe/multiclass_classification/efficientnet_v2_light.yaml
index 2490ac766d2..ece8bd4c3d0 100644
--- a/src/otx/recipe/multiclass_classification/efficientnet_v2_light.yaml
+++ b/src/otx/recipe/multiclass_classification/efficientnet_v2_light.yaml
@@ -32,11 +32,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/mobilenet_v3_large_light.yaml b/src/otx/recipe/multiclass_classification/mobilenet_v3_large_light.yaml
index 4bdcc22c2b6..84b67c7779b 100644
--- a/src/otx/recipe/multiclass_classification/mobilenet_v3_large_light.yaml
+++ b/src/otx/recipe/multiclass_classification/mobilenet_v3_large_light.yaml
@@ -32,11 +32,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/otx_deit_tiny.yaml b/src/otx/recipe/multiclass_classification/otx_deit_tiny.yaml
index ff11b2f3c6f..c2af42fa5f5 100644
--- a/src/otx/recipe/multiclass_classification/otx_deit_tiny.yaml
+++ b/src/otx/recipe/multiclass_classification/otx_deit_tiny.yaml
@@ -29,11 +29,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/otx_efficientnet_b0.yaml b/src/otx/recipe/multiclass_classification/otx_efficientnet_b0.yaml
index 7498be0bfb0..f2f6829a425 100644
--- a/src/otx/recipe/multiclass_classification/otx_efficientnet_b0.yaml
+++ b/src/otx/recipe/multiclass_classification/otx_efficientnet_b0.yaml
@@ -29,11 +29,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/otx_efficientnet_v2.yaml b/src/otx/recipe/multiclass_classification/otx_efficientnet_v2.yaml
index d5c6d454171..2337f657d7f 100644
--- a/src/otx/recipe/multiclass_classification/otx_efficientnet_v2.yaml
+++ b/src/otx/recipe/multiclass_classification/otx_efficientnet_v2.yaml
@@ -32,11 +32,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model:
diff --git a/src/otx/recipe/multiclass_classification/otx_mobilenet_v3_large.yaml b/src/otx/recipe/multiclass_classification/otx_mobilenet_v3_large.yaml
index e6b749832ac..854ec629189 100644
--- a/src/otx/recipe/multiclass_classification/otx_mobilenet_v3_large.yaml
+++ b/src/otx/recipe/multiclass_classification/otx_mobilenet_v3_large.yaml
@@ -32,11 +32,8 @@ data:
     transforms:
       - type: LoadImageFromFile
       - backend: cv2
-        edge: short
-        scale: 256
-        type: ResizeEdge
-      - crop_size: 224
-        type: CenterCrop
+        scale: 224
+        type: Resize
       - type: PackInputs
 model:
   otx_model: