diff --git a/csrc/mmdeploy/codebase/mmocr/dbnet.cpp b/csrc/mmdeploy/codebase/mmocr/dbnet.cpp
index c4a84006d..5b9d2f0e2 100644
--- a/csrc/mmdeploy/codebase/mmocr/dbnet.cpp
+++ b/csrc/mmdeploy/codebase/mmocr/dbnet.cpp
@@ -50,7 +50,9 @@ class DBHead : public MMOCR {
       return Status(eNotSupported);
     }
 
-    conf.Squeeze();
+    // drop batch dimension
+    conf.Squeeze(0);
+
     conf = conf.Slice(0);
 
     std::vector<std::vector<cv::Point>> contours;
diff --git a/csrc/mmdeploy/codebase/mmocr/panet.cpp b/csrc/mmdeploy/codebase/mmocr/panet.cpp
index 9c5ecb281..042d088be 100644
--- a/csrc/mmdeploy/codebase/mmocr/panet.cpp
+++ b/csrc/mmdeploy/codebase/mmocr/panet.cpp
@@ -53,7 +53,9 @@ class PANHead : public MMOCR {
                      (int)pred.data_type());
       return Status(eNotSupported);
     }
-    pred.Squeeze();
+
+    // drop batch dimension
+    pred.Squeeze(0);
 
     auto text_pred = pred.Slice(0);
     auto kernel_pred = pred.Slice(1);
diff --git a/csrc/mmdeploy/codebase/mmocr/psenet.cpp b/csrc/mmdeploy/codebase/mmocr/psenet.cpp
index 3b0f2bd5f..19ab31817 100644
--- a/csrc/mmdeploy/codebase/mmocr/psenet.cpp
+++ b/csrc/mmdeploy/codebase/mmocr/psenet.cpp
@@ -51,7 +51,7 @@ class PSEHead : public MMOCR {
     }
 
     // drop batch dimension
-    _preds.Squeeze();
+    _preds.Squeeze(0);
 
     cv::Mat_<uint8_t> masks;
     cv::Mat_<int> kernel_labels;
diff --git a/csrc/mmdeploy/core/tensor.cpp b/csrc/mmdeploy/core/tensor.cpp
index ddbb08252..07fac1ae7 100644
--- a/csrc/mmdeploy/core/tensor.cpp
+++ b/csrc/mmdeploy/core/tensor.cpp
@@ -88,11 +88,13 @@ void Tensor::Reshape(const TensorShape& shape) {
 }
 
 void Tensor::Squeeze() {
-  TensorShape new_shape;
-  new_shape.reserve(shape().size());
-  std::copy_if(begin(shape()), end(shape()), std::back_inserter(new_shape),
-               [](int64_t dim) { return dim != 1; });
-  Reshape(new_shape);
+  desc_.shape.erase(std::remove(desc_.shape.begin(), desc_.shape.end(), 1), desc_.shape.end());
+}
+
+void Tensor::Squeeze(int dim) {
+  if (shape(dim) == 1) {
+    desc_.shape.erase(desc_.shape.begin() + dim);
+  }
 }
 
 Result<void> Tensor::CopyFrom(const Tensor& tensor, Stream stream) {
diff --git a/csrc/mmdeploy/core/tensor.h b/csrc/mmdeploy/core/tensor.h
index 92403fe38..ef967af9e 100644
--- a/csrc/mmdeploy/core/tensor.h
+++ b/csrc/mmdeploy/core/tensor.h
@@ -47,6 +47,7 @@ class MMDEPLOY_API Tensor {
   void Reshape(const TensorShape& shape);
 
   void Squeeze();
+  void Squeeze(int dim);
 
   Tensor Slice(int start, int end);
   Tensor Slice(int index) { return Slice(index, index + 1); }