diff --git a/mindspore/lite/src/delegate/npu/npu_graph.cc b/mindspore/lite/src/delegate/npu/npu_graph.cc
index 1e0e82e6f28..4bbe439321d 100644
--- a/mindspore/lite/src/delegate/npu/npu_graph.cc
+++ b/mindspore/lite/src/delegate/npu/npu_graph.cc
@@ -70,38 +70,35 @@ void NPUGraph::set_output(mindspore::MSTensor out_tensor, int index) {
 int NPUGraph::Init() {
   all_kernels_.clear();
   std::map<const NPUOp *, bool> is_visited;
+  std::map<const NPUOp *, bool> is_searched;
+  std::queue<NPUOp *> candidate_in_ops;
+  std::queue<NPUOp *> valid_in_ops;
+  // Initialization
   for (auto op : npu_ops_) {
     is_visited[op] = false;
+    is_searched[op] = false;
+    if (op->in_ops().empty()) {
+      candidate_in_ops.push(op);
+    }
   }
-
-  while (npu_ops_.size() > 0) {
-    auto head_op_iter = std::find_if(npu_ops_.begin(), npu_ops_.end(), [&](const NPUOp *op) {
-      if (is_visited[op]) {
-        return false;
-      }
-      return true;
-    });
-    if (head_op_iter == npu_ops_.end()) {
+  while (!candidate_in_ops.empty()) {
+    // 1. Find out all input ops except transpose, and handle transpose ops independently.
+    auto ret = FindValidSubgraphInOps(&valid_in_ops, &candidate_in_ops, &is_visited);
+    if (ret != RET_OK) {
+      MS_LOG(DEBUG) << "Fail to find valid input ops or handle transpose ops.";
+      return RET_ERROR;
+    }
+    if (valid_in_ops.empty()) {
+      MS_LOG(INFO) << "Can not find input ops except transpose.";
       break;
     }
-    auto head_op = *head_op_iter;
-    if (head_op->type() != schema::PrimitiveType_Transpose) {
-      // If npu_kernel does not equal nullptr, this kernel can be supported by delegate
-      auto npu_ops = FindSubgraphOps(head_op, &is_visited);
-      auto subgraph_kernel = CreateNPUSubgraphKernel(npu_ops);
-      if (subgraph_kernel == nullptr) {
-        MS_LOG(DEBUG) << "Create NPU subgraph kernel failed.";
-        return RET_ERROR;
-      }
-      all_kernels_.push_back(subgraph_kernel);
-    } else {
-      auto transpose_kernel = CreateNPUTransposeKernel(head_op);
-      if (transpose_kernel == nullptr) {
-        MS_LOG(DEBUG) << "New NPU transpose kernel failed.";
-        return RET_ERROR;
-      }
-      all_kernels_.push_back(transpose_kernel);
-      is_visited[head_op] = true;
+    // 2. Find out all ready ops based on valid input ops, but these ops maybe not belong to the same subgraph.
+    auto ready_ops = FindReadySubgraphOps(valid_in_ops, &candidate_in_ops, &is_visited);
+    // 3. Create subgraph(s). Input ops with connection will be built into a same subgraph.
+    ret = CreateSubgraphFromReadyOps(&valid_in_ops, ready_ops, &is_searched);
+    if (ret != RET_OK) {
+      MS_LOG(DEBUG) << "Fail to create subgraph(s) from ready ops.";
+      return RET_ERROR;
     }
   }
   return RET_OK;
@@ -141,32 +138,128 @@ int NPUGraph::FindPreNextOps() {
   return RET_OK;
 }
 
-std::vector<NPUOp *> NPUGraph::FindSubgraphOps(NPUOp *head_op, std::map<const NPUOp *, bool> *is_visited) {
+int NPUGraph::FindValidSubgraphInOps(std::queue<NPUOp *> *valid_in_ops, std::queue<NPUOp *> *candidate_in_ops,
+                                     std::map<const NPUOp *, bool> *is_visited) {
+  while (!candidate_in_ops->empty()) {
+    auto cur_op = candidate_in_ops->front();
+    candidate_in_ops->pop();
+    if ((*is_visited)[cur_op]) {
+      continue;
+    }
+    if (cur_op->type() == schema::PrimitiveType_Transpose) {
+      auto transpose_kernel = CreateNPUTransposeKernel(cur_op);
+      if (transpose_kernel == nullptr) {
+        MS_LOG(DEBUG) << "New NPU transpose kernel failed.";
+        return RET_ERROR;
+      }
+      all_kernels_.push_back(transpose_kernel);
+      (*is_visited)[cur_op] = true;
+      for (auto out_op : cur_op->out_ops()) {
+        if (out_op->type() == schema::PrimitiveType_Transpose) {
+          candidate_in_ops->push(out_op);
+        } else {
+          auto input_ready = std::all_of(out_op->in_ops().begin(), out_op->in_ops().end(),
+                                         [&](NPUOp *in_op) { return (*is_visited)[in_op] == true; });
+          if (input_ready) {
+            valid_in_ops->push(out_op);
+          }
+        }
+      }
+    } else {
+      valid_in_ops->push(cur_op);
+    }
+  }
+  return RET_OK;
+}
+
+std::vector<NPUOp *> NPUGraph::FindReadySubgraphOps(std::queue<NPUOp *> op_queue,
+                                                    std::queue<NPUOp *> *next_candidate_ops,
+                                                    std::map<const NPUOp *, bool> *is_visited) {
   std::vector<NPUOp *> subgraph_ops;
-  subgraph_ops.push_back(head_op);
-  (*is_visited)[head_op] = true;
-  std::queue<NPUOp *> op_queue;
-  op_queue.emplace(head_op);
   while (!op_queue.empty()) {
     auto cur_op = op_queue.front();
     op_queue.pop();
+    if ((*is_visited)[cur_op]) {
+      continue;
+    }
+    subgraph_ops.push_back(cur_op);
+    (*is_visited)[cur_op] = true;
     auto out_ops = cur_op->out_ops();
     for (auto out_op : out_ops) {
-      if ((*is_visited)[out_op] == true) {
+      if ((*is_visited)[out_op]) {
         continue;
       }
       auto input_ready = std::all_of(out_op->in_ops().begin(), out_op->in_ops().end(),
                                      [&](NPUOp *in_op) { return (*is_visited)[in_op] == true; });
       if (input_ready && out_op->type() != schema::PrimitiveType_Transpose) {
-        subgraph_ops.push_back(out_op);
-        (*is_visited)[out_op] = true;
         op_queue.push(out_op);
+      } else {
+        next_candidate_ops->push(out_op);
       }
     }
   }
   return subgraph_ops;
 }
 
+void FindConnectedOps(NPUOp *head_op, std::vector<NPUOp *> ready_ops, std::vector<NPUOp *> *connected_ops,
+                      std::map<const NPUOp *, bool> *is_searched) {
+  std::queue<NPUOp *> bfs_ops;
+  bfs_ops.push(head_op);
+  while (!bfs_ops.empty()) {
+    auto cur_op = bfs_ops.front();
+    bfs_ops.pop();
+    if ((*is_searched)[cur_op]) {
+      continue;
+    }
+    for (auto in_op : cur_op->in_ops()) {
+      if (std::find(ready_ops.begin(), ready_ops.end(), in_op) == ready_ops.end() || (*is_searched)[in_op]) {
+        continue;
+      }
+      bfs_ops.push(in_op);
+    }
+    for (auto out_op : cur_op->out_ops()) {
+      if (std::find(ready_ops.begin(), ready_ops.end(), out_op) == ready_ops.end() || (*is_searched)[out_op]) {
+        continue;
+      }
+      bfs_ops.push(out_op);
+    }
+    (*is_searched)[cur_op] = true;
+    connected_ops->push_back(cur_op);
+  }
+  return;
+}
+
+int NPUGraph::CreateSubgraphFromReadyOps(std::queue<NPUOp *> *valid_in_ops, std::vector<NPUOp *> ready_ops,
+                                         std::map<const NPUOp *, bool> *is_searched) {
+  while (!valid_in_ops->empty()) {
+    std::vector<NPUOp *> connected_ops;
+    auto op = valid_in_ops->front();
+    valid_in_ops->pop();
+    if ((*is_searched)[op]) {
+      continue;
+    }
+    if (valid_in_ops->empty()) {
+      // use BFS to find out connected input ops
+      FindConnectedOps(op, ready_ops, &connected_ops, is_searched);
+    } else {
+      // if current input op is the only input op, there is no need to confirm the connectivity
+      for (auto ready_op : ready_ops) {
+        if (!(*is_searched)[ready_op]) {
+          connected_ops.push_back(ready_op);
+          (*is_searched)[ready_op] = true;
+        }
+      }
+    }
+    auto subgraph_kernel = CreateNPUSubgraphKernel(connected_ops);
+    if (subgraph_kernel == nullptr) {
+      MS_LOG(DEBUG) << "Create NPU subgraph kernel failed.";
+      return RET_ERROR;
+    }
+    all_kernels_.push_back(subgraph_kernel);
+  }
+  return RET_OK;
+}
+
 kernel::Kernel *NPUGraph::CreateNPUSubgraphKernel(std::vector<NPUOp *> npu_ops) {
   auto subgraph = new (std::nothrow) NPUSubGraph(npu_ops, npu_manager_);
   if (subgraph == nullptr) {
diff --git a/mindspore/lite/src/delegate/npu/npu_graph.h b/mindspore/lite/src/delegate/npu/npu_graph.h
index 9ffd1d6e1f9..4cba464d5fc 100644
--- a/mindspore/lite/src/delegate/npu/npu_graph.h
+++ b/mindspore/lite/src/delegate/npu/npu_graph.h
@@ -18,6 +18,7 @@
 #define MINDSPORE_LITE_SRC_RUNTIME_DELEGATE_NPU_NPU_GRAPH_H_
 
 #include <vector>
+#include <queue>
 #include <map>
 #include <utility>
 #include "include/api/kernel.h"
@@ -59,7 +60,14 @@ class NPUGraph : public kernel::Kernel {
 
   std::vector<NPUOp *> FindNextOps(NPUOp *cur_op);
 
-  std::vector<NPUOp *> FindSubgraphOps(NPUOp *head_op, std::map<const NPUOp *, bool> *is_visited);
+  int FindValidSubgraphInOps(std::queue<NPUOp *> *valid_in_ops, std::queue<NPUOp *> *candidate_in_ops,
+                             std::map<const NPUOp *, bool> *is_visited);
+
+  std::vector<NPUOp *> FindReadySubgraphOps(std::queue<NPUOp *> op_queue, std::queue<NPUOp *> *next_candidate_ops,
+                                            std::map<const NPUOp *, bool> *is_visited);
+
+  int CreateSubgraphFromReadyOps(std::queue<NPUOp *> *valid_in_ops, std::vector<NPUOp *> ready_ops,
+                                 std::map<const NPUOp *, bool> *is_searched);
 
   kernel::Kernel *CreateNPUSubgraphKernel(std::vector<NPUOp *> ops);
 
diff --git a/mindspore/lite/src/delegate/npu/npu_subgraph.cc b/mindspore/lite/src/delegate/npu/npu_subgraph.cc
index 58f64bf3e05..b6b133101bb 100644
--- a/mindspore/lite/src/delegate/npu/npu_subgraph.cc
+++ b/mindspore/lite/src/delegate/npu/npu_subgraph.cc
@@ -160,7 +160,7 @@ int NPUSubGraph::BuildNPUInputOp() {
     for (int i = 0; i < op->inputs().size(); ++i) {
       auto in_tensor = op->inputs()[i];
       if (IsSubGraphInputTensor(in_tensor)) {
-        auto tensor_name = op->name() + "_" + std::to_string(count++);
+        auto tensor_name = "Input_" + std::to_string(count++) + '_' + op->name();
         hiai::op::Data *data;
         data = ConverterToNPUData(in_tensor, tensor_name);
         subgraph_input_ops_.push_back(*data);
diff --git a/mindspore/lite/test/config/models_caffe.cfg b/mindspore/lite/test/config/models_caffe.cfg
index 6c173248e7d..a22cb5a1f8e 100644
--- a/mindspore/lite/test/config/models_caffe.cfg
+++ b/mindspore/lite/test/config/models_caffe.cfg
@@ -125,3 +125,4 @@ ml_Heatmap_depth_240180;2
 ml_Heatmap_depth_180240;2
 ml_video_edit_person_divison_video;2
 ml_video_edit_hair_dyeing_segmodel_v2
+ml_video_edit_hairline_segmentation;3
diff --git a/mindspore/lite/test/config/models_caffe_fp16.cfg b/mindspore/lite/test/config/models_caffe_fp16.cfg
index 3c7bd66649c..208fd880576 100644
--- a/mindspore/lite/test/config/models_caffe_fp16.cfg
+++ b/mindspore/lite/test/config/models_caffe_fp16.cfg
@@ -134,3 +134,4 @@ hdc_ocr_recog_horizontal 0.5
 ml_Heatmap_depth_240180;2 10
 ml_Heatmap_depth_180240;2 7
 ml_video_edit_hair_dyeing_segmodel_v2 1
+ml_video_edit_hairline_segmentation;3 1.5
\ No newline at end of file
diff --git a/mindspore/lite/test/config/models_npu.cfg b/mindspore/lite/test/config/models_npu.cfg
index a42b907fc7e..579111d2ba2 100644
--- a/mindspore/lite/test/config/models_npu.cfg
+++ b/mindspore/lite/test/config/models_npu.cfg
@@ -86,3 +86,4 @@ ml_video_edit_art_generate_20210513.onnx 0.5
 ml_video_edit_art_transfer_20210513.onnx;3 0.5
 ml_video_edit_hair_dyeing_segmodel_v2 0.5
 ml_video_edit_makeup_mobilenetv203.onnx 2
+ml_video_edit_hairline_segmentation;3 0.5