diff --git a/mlir/include/mlir/Dialect/Tosa/IR/TosaOps.td b/mlir/include/mlir/Dialect/Tosa/IR/TosaOps.td
--- a/mlir/include/mlir/Dialect/Tosa/IR/TosaOps.td
+++ b/mlir/include/mlir/Dialect/Tosa/IR/TosaOps.td
@@ -1634,6 +1634,8 @@
   let results = (outs
     Tosa_Tensor4D:$output
   );
+
+  let hasFolder = 1;
 }
 
 //===----------------------------------------------------------------------===//
diff --git a/mlir/lib/Dialect/Tosa/IR/TosaCanonicalizations.cpp b/mlir/lib/Dialect/Tosa/IR/TosaCanonicalizations.cpp
--- a/mlir/lib/Dialect/Tosa/IR/TosaCanonicalizations.cpp
+++ b/mlir/lib/Dialect/Tosa/IR/TosaCanonicalizations.cpp
@@ -14,6 +14,7 @@
 #include "mlir/Dialect/Quant/QuantOps.h"
 #include "mlir/Dialect/Tensor/IR/Tensor.h"
 #include "mlir/Dialect/Tosa/IR/TosaOps.h"
+#include "mlir/Dialect/Tosa/Utils/CoversionUtils.h"
 #include "mlir/Dialect/Tosa/Utils/QuantUtils.h"
 #include "mlir/Dialect/Tosa/Utils/ShapeUtils.h"
 #include "mlir/IR/BuiltinTypes.h"
@@ -846,6 +847,36 @@
   return {};
 }
 
+OpFoldResult ResizeOp::fold(ArrayRef<Attribute> operands) {
+  SmallVector<int32_t> scale, offset, border;
+  getValuesFromIntArrayAttribute(getScale(), scale);
+  getValuesFromIntArrayAttribute(getOffset(), offset);
+  getValuesFromIntArrayAttribute(getBorder(), border);
+
+  // Check unit scaling.
+  if (scale[0] != scale[1] || scale[2] != scale[3]) {
+    return {};
+  }
+
+  // There should be no offset.
+  if (offset[0] != 0 || offset[1] != 0) {
+    return {};
+  }
+
+  // There should be no border.
+  if (border[0] != 0 || border[1] != 0) {
+    return {};
+  }
+
+  auto input = getInput();
+  auto inputTy = input.getType().cast<RankedTensorType>();
+  auto resultTy = getType().cast<RankedTensorType>();
+  if (inputTy != resultTy)
+    return {};
+
+  return input;
+}
+
 OpFoldResult ReverseOp::fold(ArrayRef<Attribute> operands) {
   auto operand = getInput();
   auto operandTy = operand.getType().cast<ShapedType>();
diff --git a/mlir/test/Dialect/Tosa/canonicalize.mlir b/mlir/test/Dialect/Tosa/canonicalize.mlir
--- a/mlir/test/Dialect/Tosa/canonicalize.mlir
+++ b/mlir/test/Dialect/Tosa/canonicalize.mlir
@@ -408,3 +408,21 @@
   %1 = "tosa.reshape"(%0) {new_shape = [1]} : (tensor<1x1xi1>) -> tensor<1xi1>
   return %1 : tensor<1xi1>
 }
+
+// -----
+
+// CHECK-LABEL: @fold_resize_nearest
+func.func @fold_resize_nearest(%arg0 : tensor<1x15x13x1xi8>) -> tensor<1x15x13x1xi8> {
+  // return %arg0
+  %resize = "tosa.resize"(%arg0) {mode = "NEAREST_NEIGHBOR", scale = [2, 2, 1, 1], offset = [0, 0], border = [0, 0]} : (tensor<1x15x13x1xi8>) -> tensor<1x15x13x1xi8>
+  return %resize : tensor<1x15x13x1xi8>
+}
+
+// -----
+
+// CHECK-LABEL: @fold_resize_bilinear
+func.func @fold_resize_bilinear(%arg0 : tensor<1x15x13x1xi8>) -> tensor<1x15x13x1xi8> {
+  // return %arg0
+  %resize = "tosa.resize"(%arg0) {mode = "BILINEAR", scale = [2, 2, 1, 1], offset = [0, 0], border = [0, 0]} : (tensor<1x15x13x1xi8>) -> tensor<1x15x13x1xi8>
+  return %resize : tensor<1x15x13x1xi8>
+}