diff --git a/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.cc b/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.cc
index 4318d3813ce..5333a090b5c 100644
--- a/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.cc
+++ b/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.cc
@@ -16,6 +16,8 @@
 
 #include "tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.h"
 #include <memory>
+#include <string>
+#include "tools/optimizer/common/gllo_utils.h"
 #include "tools/converter/adapter/acl/mapper/primitive_mapper_register.h"
 #include "tools/converter/adapter/acl/mapper/tbe_op_def.h"
 #include "include/registry/converter_context.h"
@@ -24,6 +26,11 @@
 
 namespace mindspore {
 namespace lite {
+namespace {
+constexpr auto kCommonAttrValueNum = 2;
+constexpr auto kMaxKernelSize = 20;
+constexpr auto kMaxKernelSize_H_Mul_W = 255;
+}  // namespace
 STATUS MaxPoolFusionMapper::Mapper(const CNodePtr &cnode) {
   ValueNodePtr value_node = nullptr;
   PrimitivePtr src_prim = nullptr;
@@ -35,17 +42,21 @@ STATUS MaxPoolFusionMapper::Mapper(const CNodePtr &cnode) {
   auto attr_val = src_prim->GetAttr(ops::kFmkType);
   int fmk_type = attr_val != nullptr ? GetValue<int>(attr_val) : converter::kFmkTypeTf;
   PrimitivePtr dst_prim = nullptr;
+  std::string max_pool_name;
   if (fmk_type == converter::kFmkTypeCaffe) {
     dst_prim = std::make_shared<acl::Pooling>();
-  } else if (fmk_type == converter::kFmkTypeOnnx) {
+    max_pool_name = acl::kNamePooling;
+  } else if (fmk_type == converter::kFmkTypeOnnx && IsKernelSizeValid(src_prim)) {
     dst_prim = std::make_shared<acl::MaxPoolV3>();
+    max_pool_name = acl::kNameMaxPoolV3;
   } else {
     ops::MaxPool max_pool_op;
     dst_prim = max_pool_op.GetPrim();
+    max_pool_name = ops::kNameMaxPool;
   }
   MS_CHECK_TRUE_MSG(dst_prim != nullptr, lite::RET_ERROR, "Get primitive by fmk type failed.");
   dst_prim->SetAttrs(src_prim->attrs());
-  if (AdjustPoolAttr(fmk_type, kNameMaxPoolFusion, dst_prim) != lite::RET_OK) {
+  if (AdjustPoolAttr(fmk_type, max_pool_name, dst_prim) != lite::RET_OK) {
     MS_LOG(ERROR) << "Adjust pool attr failed.";
     return lite::RET_ERROR;
   }
@@ -53,6 +64,24 @@ STATUS MaxPoolFusionMapper::Mapper(const CNodePtr &cnode) {
   return lite::RET_OK;
 }
 
+bool MaxPoolFusionMapper::IsKernelSizeValid(const PrimitivePtr &prim) const {
+  auto attr_val = prim->GetAttr(ops::kKernelSize);
+  if (attr_val == nullptr) {
+    return true;
+  }
+  auto kernel_value = opt::CastToInt(attr_val);
+  if (kernel_value.size() != kCommonAttrValueNum) {
+    MS_LOG(ERROR) << " Kernel size value num must be two, but size is " << kernel_value.size();
+    return false;
+  }
+  int64_t kernel_h = kernel_value[0];
+  int64_t kernel_w = kernel_value[1];
+  if ((kernel_h <= kMaxKernelSize && kernel_w <= kMaxKernelSize) || (kernel_h * kernel_w <= kMaxKernelSize_H_Mul_W)) {
+    return true;
+  }
+  return false;
+}
+
 REGISTER_PRIMITIVE_MAPPER(kNameMaxPoolFusion, MaxPoolFusionMapper)
 }  // namespace lite
 }  // namespace mindspore
diff --git a/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.h b/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.h
index 18daebb7c4e..329968a6068 100644
--- a/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.h
+++ b/mindspore/lite/tools/converter/adapter/acl/mapper/maxpool_fusion_mapper.h
@@ -17,6 +17,7 @@
 #ifndef MINDSPORE_LITE_TOOLS_CONVERTER_ADAPTER_ACL_MAPPER_MAXPOOL_FUSION_MAPPER_H_
 #define MINDSPORE_LITE_TOOLS_CONVERTER_ADAPTER_ACL_MAPPER_MAXPOOL_FUSION_MAPPER_H_
 
+#include <vector>
 #include "tools/converter/adapter/acl/mapper/primitive_mapper.h"
 #include "ops/fusion/max_pool_fusion.h"
 
@@ -30,6 +31,9 @@ class MaxPoolFusionMapper : public PrimitiveMapper {
   ~MaxPoolFusionMapper() override = default;
 
   STATUS Mapper(const CNodePtr &cnode) override;
+
+ private:
+  bool IsKernelSizeValid(const PrimitivePtr &prim) const;
 };
 }  // namespace lite
 }  // namespace mindspore
diff --git a/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.cc b/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.cc
index 4d3890d52d8..1ff54a82c3e 100644
--- a/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.cc
+++ b/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.cc
@@ -19,11 +19,13 @@
 #include <vector>
 #include "tools/converter/adapter/acl/common/utils.h"
 #include "tools/optimizer/common/gllo_utils.h"
+#include "tools/converter/adapter/acl/mapper/tbe_op_def.h"
 #include "ir/graph_utils.h"
 #include "include/errorcode.h"
 #include "include/registry/converter_context.h"
 #include "ops/op_utils.h"
 #include "ops/fusion/avg_pool_fusion.h"
+#include "ops/fusion/max_pool_fusion.h"
 #include "plugin/device/cpu/kernel/nnacl/op_base.h"
 #include "src/common/log_util.h"
 
@@ -110,25 +112,36 @@ void PrimitiveMapper::AdjustCaffePoolAttr(const std::string &src_prim_name, cons
   dst_prim->AddAttr(ops::kMode, MakeValue(mode));
 
   auto run_mode_val = dst_prim->GetAttr(ops::kRoundMode);
+  if (run_mode_val == nullptr) {
+    MS_LOG(INFO) << "There is no attr run mode";
+    return;
+  }
   auto run_mode = GetValue<int64_t>(run_mode_val);
   int64_t run_mode_ge = run_mode == RoundMode::FLOOR ? 1 : 0;
   dst_prim->set_attr(ops::kRoundMode, MakeValue(run_mode_ge));
 }
 
-void PrimitiveMapper::AdjustOnnxPoolAttr(const PrimitivePtr &dst_prim) const {
+void PrimitiveMapper::AdjustOnnxPoolAttr(const std::string &src_prim_name, const PrimitivePtr &dst_prim) const {
+  auto pad_mode_val = dst_prim->GetAttr(ops::kPadMode);
+  if (pad_mode_val == nullptr) {
+    MS_LOG(INFO) << "There is no attr pad mode";
+    return;
+  }
   static std::map<int64_t, std::string> kPadModToStrMap = {
     {PadMode::PAD, "CALCULATED"},
     {PadMode::SAME, "SAME"},
     {PadMode::VALID, "VALID"},
   };
-  auto pad_mode_val = dst_prim->GetAttr(ops::kPadMode);
   auto pad_mode = GetValue<int64_t>(pad_mode_val);
   std::string padding_mode = "CALCULATED";
   if (kPadModToStrMap.find(pad_mode) != kPadModToStrMap.end()) {
     padding_mode = kPadModToStrMap[pad_mode];
   }
-  dst_prim->AddAttr(kNamePaddingMode, MakeValue(padding_mode));
-
+  if (src_prim_name == ops::kNameMaxPool && padding_mode == "CALCULATED") {
+    padding_mode = "VALID";
+  }
+  std::string pad_mode_name = src_prim_name == acl::kNameMaxPoolV3 ? kNamePaddingMode : ops::kPadMode;
+  dst_prim->AddAttr(pad_mode_name, MakeValue(padding_mode));
   auto run_mode_val = dst_prim->GetAttr(ops::kRoundMode);
   int64_t run_mode = GetValue<int64_t>(run_mode_val);
   bool ceil_mode = run_mode == RoundMode::CEIL;
@@ -141,7 +154,7 @@ STATUS PrimitiveMapper::AdjustPoolAttr(int fmk_type, const std::string &src_prim
     AdjustCaffePoolAttr(src_prim_name, dst_prim);
     return lite::RET_OK;
   } else if (fmk_type == converter::kFmkTypeOnnx) {
-    AdjustOnnxPoolAttr(dst_prim);
+    AdjustOnnxPoolAttr(src_prim_name, dst_prim);
   }
   // adjust common attr
   MS_CHECK_TRUE_MSG(dst_prim != nullptr, lite::RET_ERROR, "dst_prim is nullptr.");
diff --git a/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.h b/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.h
index 44e0f0cbd06..57a069e3ccc 100644
--- a/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.h
+++ b/mindspore/lite/tools/converter/adapter/acl/mapper/primitive_mapper.h
@@ -52,7 +52,7 @@ class PrimitiveMapper {
  private:
   void AdjustCaffePoolAttr(const std::string &src_prim_name, const PrimitivePtr &dst_prim) const;
 
-  void AdjustOnnxPoolAttr(const PrimitivePtr &dst_prim) const;
+  void AdjustOnnxPoolAttr(const std::string &src_prim_name, const PrimitivePtr &dst_prim) const;
 
   std::string name_;
 };