diff --git a/compiler/src/iree/compiler/GlobalOptimization/Passes.cpp b/compiler/src/iree/compiler/GlobalOptimization/Passes.cpp
index dcb66a43ca4e..381c4c27db46 100644
--- a/compiler/src/iree/compiler/GlobalOptimization/Passes.cpp
+++ b/compiler/src/iree/compiler/GlobalOptimization/Passes.cpp
@@ -9,6 +9,7 @@
 #include "iree/compiler/Dialect/Util/Transforms/Passes.h"
 #include "iree/compiler/DispatchCreation/Passes.h"
 #include "iree/compiler/Modules/IO/Parameters/Transforms/Passes.h"
+#include "iree/compiler/Preprocessing/Common/Passes.h"
 #include "iree/compiler/Utils/PassUtils.h"
 #include "mlir/Dialect/Linalg/Passes.h"
 #include "mlir/Dialect/MemRef/Transforms/Passes.h"
@@ -89,7 +90,8 @@ void buildGlobalOptExprHoistingPassPipeline(
 }
 
 void buildGlobalOptimizationPassPipeline(
-    OpPassManager &mainPassManager, const TransformOptions &transformOptions) {
+    OpPassManager &mainPassManager, const TransformOptions &transformOptions,
+    const PreprocessingOptions &preprocessingOptions) {
   // Import parameters before any global optimization passes so that the inlined
   // parameters are available for folding.
   if (!transformOptions.parameterImportPaths.empty()) {
@@ -116,7 +118,18 @@ void buildGlobalOptimizationPassPipeline(
       .addPredicatedPass(transformOptions.stripAssertions,
                          IREE::Util::createStripDebugOpsPass)
       .addPass(IREE::Util::createOptimizeIntArithmeticPass)
-      .addPass(createLinalgQuantizedConvToConvPass)
+      .addPass(createLinalgQuantizedConvToConvPass);
+
+  // Add Conv2D to Img2Col conversion after QuantizedConvToConvPass
+  if (preprocessingOptions
+          .preprocessingEnableConv2dToImg2colAfterQuantizedConv) {
+    FunctionLikeNest(mainPassManager)
+        .addPass(Preprocessing::createConvertConv2DToImg2ColPass)
+        .addPass(createCanonicalizerPass)
+        .addPass(createCSEPass);
+  }
+
+  FunctionLikeNest(mainPassManager)
       .addPass(createLinalgQuantizedMatmulToMatmulPass)
       .addPass(IREE::Flow::createCanonicalizePass)
       .addPass(createRemoveZeroExtentTensorsPass)
@@ -298,7 +311,10 @@ void registerGlobalOptimizationPipeline() {
           "Runs the IREE global optimization transformation pipeline",
           [](OpPassManager &passManager,
              const TransformOptions &transformOptions) {
-            buildGlobalOptimizationPassPipeline(passManager, transformOptions);
+            // Use default preprocessing options for pipeline registration
+            PreprocessingOptions defaultPreprocessingOptions;
+            buildGlobalOptimizationPassPipeline(passManager, transformOptions,
+                                                defaultPreprocessingOptions);
           });
   PassPipelineRegistration<TransformOptions>
       globalOptimizationConstantHoistingPassPipeline(
diff --git a/compiler/src/iree/compiler/GlobalOptimization/Passes.h b/compiler/src/iree/compiler/GlobalOptimization/Passes.h
index d1e1c925c1b7..b65cc45e1e37 100644
--- a/compiler/src/iree/compiler/GlobalOptimization/Passes.h
+++ b/compiler/src/iree/compiler/GlobalOptimization/Passes.h
@@ -9,6 +9,7 @@
 
 #include <functional>
 
+#include "iree/compiler/Pipelines/Options.h"
 #include "mlir/IR/BuiltinOps.h"
 #include "mlir/Interfaces/FunctionInterfaces.h"
 #include "mlir/Pass/Pass.h"
@@ -145,7 +146,8 @@ struct TransformOptions : public PassPipelineOptions<TransformOptions> {
 /// We may ultimately break this out separately so creating a syntactic
 /// distinction to keep that as an option.
 void buildGlobalOptimizationPassPipeline(
-    OpPassManager &mainPassManager, const TransformOptions &transformOptions);
+    OpPassManager &mainPassManager, const TransformOptions &transformOptions,
+    const PreprocessingOptions &preprocessingOptions);
 
 //------------------------------------------------------------------------------
 // Wrappers that not use tablegen options.
diff --git a/compiler/src/iree/compiler/Pipelines/Options.cpp b/compiler/src/iree/compiler/Pipelines/Options.cpp
index 25bf0df2e3d0..42a86d85cae0 100644
--- a/compiler/src/iree/compiler/Pipelines/Options.cpp
+++ b/compiler/src/iree/compiler/Pipelines/Options.cpp
@@ -160,6 +160,17 @@ void PreprocessingOptions::bindOptions(OptionsBinder &binder) {
       "iree-preprocessing-pdl-spec-filename", preprocessingPDLSpecFilename,
       llvm::cl::desc("File name of a PDL spec to use for preprocessing."),
       llvm::cl::cat(category));
+  binder.opt<bool>(
+      "iree-preprocessing-enable-conv2d-to-img2col-after-quantized-conv",
+      preprocessingEnableConv2dToImg2colAfterQuantizedConv,
+      llvm::cl::desc("Enable Conv2d to Img2col + matmul after "
+                     "QuantizedConvToConvPass in global optimization."),
+      llvm::cl::cat(category));
+  binder.opt<bool>(
+      "iree-preprocessing-enable-conv2d-to-img2col",
+      preprocessingEnableConv2dToImg2col,
+      llvm::cl::desc("Enable Conv2d to Img2col + matmul in preprocessing."),
+      llvm::cl::cat(category));
 }
 
 void ParameterOptions::bindOptions(OptionsBinder &binder) {
diff --git a/compiler/src/iree/compiler/Pipelines/Options.h b/compiler/src/iree/compiler/Pipelines/Options.h
index 811bd5b17f1a..43173417feca 100644
--- a/compiler/src/iree/compiler/Pipelines/Options.h
+++ b/compiler/src/iree/compiler/Pipelines/Options.h
@@ -101,6 +101,9 @@ struct PreprocessingOptions {
   std::string preprocessingTransformSpecFilename;
   std::string preprocessingPDLSpecFilename;
 
+  bool preprocessingEnableConv2dToImg2col = false;
+  bool preprocessingEnableConv2dToImg2colAfterQuantizedConv = false;
+
   void bindOptions(OptionsBinder &binder);
   using FromFlags = OptionsFromFlags<PreprocessingOptions>;
 };
diff --git a/compiler/src/iree/compiler/Pipelines/Pipelines.cpp b/compiler/src/iree/compiler/Pipelines/Pipelines.cpp
index c8b1cace4003..869cfff83dd8 100644
--- a/compiler/src/iree/compiler/Pipelines/Pipelines.cpp
+++ b/compiler/src/iree/compiler/Pipelines/Pipelines.cpp
@@ -270,7 +270,7 @@ void buildIREEPrecompileTransformPassPipeline(
         hooks.beforePhase(IREEVMPipelinePhase::GlobalOptimization, passManager);
       }
       GlobalOptimization::buildGlobalOptimizationPassPipeline(
-          passManager, globalTransformOptions);
+          passManager, globalTransformOptions, preprocessingOptions);
       if (hooks.afterPhase) {
         hooks.afterPhase(IREEVMPipelinePhase::GlobalOptimization, passManager);
       }
diff --git a/compiler/src/iree/compiler/Preprocessing/Passes.cpp b/compiler/src/iree/compiler/Preprocessing/Passes.cpp
index 6ef6933803a1..149e0edbb894 100644
--- a/compiler/src/iree/compiler/Preprocessing/Passes.cpp
+++ b/compiler/src/iree/compiler/Preprocessing/Passes.cpp
@@ -92,6 +92,11 @@ static void buildPreprocessingPassPipelineFromCommandLine(
     passManager.addPass(createCanonicalizerPass());
     passManager.addPass(createCSEPass());
   }
+  if (preprocessingOptions.preprocessingEnableConv2dToImg2col) {
+    passManager.addPass(createConvertConv2DToImg2ColPass());
+    passManager.addPass(createCanonicalizerPass());
+    passManager.addPass(createCSEPass());
+  }
 }
 
 void buildPreprocessingPassPipeline(