diff --git a/deploy/cpp_infer/include/preprocess_op.h b/deploy/cpp_infer/include/preprocess_op.h
index bda7d123..a19bac95 100644
--- a/deploy/cpp_infer/include/preprocess_op.h
+++ b/deploy/cpp_infer/include/preprocess_op.h
@@ -62,4 +62,4 @@ public:
                    const std::vector<int> &rec_image_shape = {3, 48, 192});
 };
 
-} // namespace PaddleOCR
\ No newline at end of file
+} // namespace PaddleOCR
diff --git a/deploy/cpp_infer/src/preprocess_op.cpp b/deploy/cpp_infer/src/preprocess_op.cpp
index 1d3e31a1..e2f87e5a 100644
--- a/deploy/cpp_infer/src/preprocess_op.cpp
+++ b/deploy/cpp_infer/src/preprocess_op.cpp
@@ -81,7 +81,7 @@ void ResizeImgType0::Run(const cv::Mat &img, cv::Mat &resize_img,
   else if (resize_h / 32 < 1 + 1e-5)
     resize_h = 32;
   else
-    resize_h = (resize_h / 32 - 1) * 32;
+    resize_h = resize_h / 32 * 32;
 
   if (resize_w % 32 == 0)
     resize_w = resize_w;
@@ -96,13 +96,17 @@ void ResizeImgType0::Run(const cv::Mat &img, cv::Mat &resize_img,
   ratio_w = float(resize_w) / float(w);
 }
 
-void CrnnResizeImg::Run(const cv::Mat &img, cv::Mat &resize_img, float wh_ratio,
+void CrnnResizeImg::Run(const cv::Mat &img, cv::Mat &pad_resize_img,
+                        float max_wh_ratio,
                         const std::vector<int> &rec_image_shape) {
   int imgC, imgH, imgW;
   imgC = rec_image_shape[0];
   imgH = rec_image_shape[1];
   imgW = rec_image_shape[2];
 
+  float wh_ratio = 1.0 * imgW / imgH;
+  wh_ratio = std::max(max_wh_ratio, wh_ratio);
+
   imgW = int(32 * wh_ratio);
 
   float ratio = float(img.cols) / float(img.rows);
@@ -112,8 +116,12 @@ void CrnnResizeImg::Run(const cv::Mat &img, cv::Mat &resize_img, float wh_ratio,
   else
     resize_w = int(ceilf(imgH * ratio));
 
+  cv::Mat resize_img;
   cv::resize(img, resize_img, cv::Size(resize_w, imgH), 0.f, 0.f,
              cv::INTER_LINEAR);
+  cv::copyMakeBorder(resize_img, pad_resize_img, 0, 0, 0,
+                     int(imgW - resize_img.cols), cv::BORDER_CONSTANT,
+                     {127, 127, 127});
 }
 
 void ClsResizeImg::Run(const cv::Mat &img, cv::Mat &resize_img,