diff --git a/research/cv/PatchCore/README_CN.md b/official/cv/patchcore/README_CN.md
similarity index 96%
rename from research/cv/PatchCore/README_CN.md
rename to official/cv/patchcore/README_CN.md
index 954a70d0b2b640329ad1658a434a80f3abd4d92e..98018773ca7560afd24bc0649d49ecc0fa21e0d8 100644
--- a/research/cv/PatchCore/README_CN.md
+++ b/official/cv/patchcore/README_CN.md
@@ -140,6 +140,7 @@ PatchCore使用预训练的WideResNet50作为Encoder, 并去除layer3之后的
       │   ├── run_310_infer.sh         // 推理脚本
       │   ├── run_eval.sh              // 评估脚本
       │   └── run_train.sh             // 训练脚本
+      |   └── run_all_mvtec.sh         // 训练所有的Mvtec数据集
       ├── src
       │   ├── dataset.py               // 数据集加载
       │   ├── model.py                 // 模型加载
@@ -180,15 +181,21 @@ python src/pthtockpt.py --pth_path /path/wide_resnet50_2-95faca4d.pth
 - Ascend处理器环境运行
 
   ```bash
-  python train.py --dataset_path ../data/ --device_id 0 --pre_ckpt_path ../pretrain/PatchCore_pretrain.ckpt --category screw > train.log 2>&1 &
+  python train.py --dataset_path ../data/ --pre_ckpt_path ../pretrain/PatchCore_pretrain.ckpt --category screw --device_id 0 > train.log 2>&1 &
   或
-  bash run_train.sh [dataset_path] [device_id] [pre_ckpt_path] [category]
+  bash run_train.sh [dataset_path] [pre_ckpt_path] [category] [device_id]
   ```
 
   上述python命令将在后台运行，您可以通过train.log文件查看结果。
 
   训练结束后，您可在生成的相应类别embeddings目录下找到faiss.index文件，该文件在评估或推理阶段使用，不需要移动。在相应类别的sample目录下可找到异常图文件。
 
+  对于Mvtec数据集，可以通过执行以下命令，进行Mvtec中全部类别数据的训练与推理。
+
+  ```bash
+  bash run_all_mvtec.sh [dataset_path] [pre_ckpt_path] [device_id]
+  ```
+
 ## 评估过程
 
 ### 评估
diff --git a/research/cv/PatchCore/ascend_310_infer/CMakeLists.txt b/official/cv/patchcore/ascend_310_infer/CMakeLists.txt
similarity index 92%
rename from research/cv/PatchCore/ascend_310_infer/CMakeLists.txt
rename to official/cv/patchcore/ascend_310_infer/CMakeLists.txt
index d3fa58018b176831ab537342555b0552c5ceeb5d..0b6753852e9c63bf329dd0ef1d305201b31531d7 100644
--- a/research/cv/PatchCore/ascend_310_infer/CMakeLists.txt
+++ b/official/cv/patchcore/ascend_310_infer/CMakeLists.txt
@@ -2,7 +2,7 @@ cmake_minimum_required(VERSION 3.14.1)
 project(Ascend310Infer)
 add_compile_definitions(_GLIBCXX_USE_CXX11_ABI=0)
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O0 -g -std=c++17 -Werror -Wall -fPIE -Wl,--allow-shlib-undefined")
-set(PROJECT_SRC_ROOT ${CMAKE_CURRENT_LIST_DIR}/)
+set(PROJECT_SRC_ROOT .)
 option(MINDSPORE_PATH "mindspore install path" "")
 include_directories(${MINDSPORE_PATH})
 include_directories(${MINDSPORE_PATH}/include)
diff --git a/research/cv/PatchCore/ascend_310_infer/build.sh b/official/cv/patchcore/ascend_310_infer/build.sh
similarity index 100%
rename from research/cv/PatchCore/ascend_310_infer/build.sh
rename to official/cv/patchcore/ascend_310_infer/build.sh
diff --git a/research/cv/PatchCore/ascend_310_infer/inc/utils.h b/official/cv/patchcore/ascend_310_infer/inc/utils.h
similarity index 100%
rename from research/cv/PatchCore/ascend_310_infer/inc/utils.h
rename to official/cv/patchcore/ascend_310_infer/inc/utils.h
diff --git a/research/cv/PatchCore/ascend_310_infer/src/main.cc b/official/cv/patchcore/ascend_310_infer/src/main.cc
similarity index 100%
rename from research/cv/PatchCore/ascend_310_infer/src/main.cc
rename to official/cv/patchcore/ascend_310_infer/src/main.cc
diff --git a/research/cv/PatchCore/ascend_310_infer/src/utils.cc b/official/cv/patchcore/ascend_310_infer/src/utils.cc
similarity index 100%
rename from research/cv/PatchCore/ascend_310_infer/src/utils.cc
rename to official/cv/patchcore/ascend_310_infer/src/utils.cc
diff --git a/research/cv/PatchCore/eval.py b/official/cv/patchcore/eval.py
similarity index 96%
rename from research/cv/PatchCore/eval.py
rename to official/cv/patchcore/eval.py
index f6588e46188ea18e1524ffccad88a50a4bfe5743..059d827155df9270954b33bfd4310ff5d6cafa3a 100644
--- a/research/cv/PatchCore/eval.py
+++ b/official/cv/patchcore/eval.py
@@ -43,6 +43,7 @@ parser.add_argument('--pre_ckpt_path', type=str, required=True, help='Pretrain c
 args = parser.parse_args()
 
 if __name__ == '__main__':
+    current_path = os.path.abspath(os.path.dirname(__file__))
     context.set_context(mode=context.GRAPH_MODE, device_target='Ascend', device_id=args.device_id)
 
     # dataset
@@ -55,7 +56,7 @@ if __name__ == '__main__':
     data_iter = test_dataset.create_dict_iterator()
     step_size = test_dataset.get_dataset_size()
 
-    embedding_dir_path, sample_path = prep_dirs('./', args.category)
+    embedding_dir_path, sample_path = prep_dirs(current_path, args.category)
     index = faiss.read_index(os.path.join(embedding_dir_path, 'index.faiss'))
 
     # network
diff --git a/research/cv/PatchCore/export.py b/official/cv/patchcore/export.py
similarity index 100%
rename from research/cv/PatchCore/export.py
rename to official/cv/patchcore/export.py
diff --git a/research/cv/PatchCore/picture/PatchCore.png b/official/cv/patchcore/picture/PatchCore.png
similarity index 100%
rename from research/cv/PatchCore/picture/PatchCore.png
rename to official/cv/patchcore/picture/PatchCore.png
diff --git a/research/cv/PatchCore/postprocess.py b/official/cv/patchcore/postprocess.py
similarity index 100%
rename from research/cv/PatchCore/postprocess.py
rename to official/cv/patchcore/postprocess.py
diff --git a/research/cv/PatchCore/preprocess.py b/official/cv/patchcore/preprocess.py
similarity index 100%
rename from research/cv/PatchCore/preprocess.py
rename to official/cv/patchcore/preprocess.py
diff --git a/research/cv/PatchCore/requirements.txt b/official/cv/patchcore/requirements.txt
similarity index 100%
rename from research/cv/PatchCore/requirements.txt
rename to official/cv/patchcore/requirements.txt
diff --git a/research/cv/PatchCore/scripts/run_310_infer.sh b/official/cv/patchcore/scripts/run_310_infer.sh
similarity index 100%
rename from research/cv/PatchCore/scripts/run_310_infer.sh
rename to official/cv/patchcore/scripts/run_310_infer.sh
diff --git a/official/cv/patchcore/scripts/run_all_mvtec.sh b/official/cv/patchcore/scripts/run_all_mvtec.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5d4634d8e99307c34180d937229b6912df6c3e34
--- /dev/null
+++ b/official/cv/patchcore/scripts/run_all_mvtec.sh
@@ -0,0 +1,52 @@
+#!/bin/bash
+# Copyright 2021 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ============================================================================
+
+if [ $# != 3 ]
+then
+    echo "=============================================================================================================="
+    echo "Please run the script as: "
+    echo "bash run_all_mvtec.sh DATA_PATH DEVICE_ID PRETRAINED_PATH CATEGORY"
+    echo "For example: bash run_all_mvtec.sh /path/dataset /path/pretrained_path 0"
+    echo "It is better to use the absolute path."
+    echo "=============================================================================================================="
+exit 1
+fi
+set -e
+
+get_real_path(){
+  if [ "${1:0:1}" == "/" ]; then
+    echo "$1"
+  else
+    echo "$(realpath -m $PWD/$1)"
+  fi
+}
+DATA_PATH=$(get_real_path $1)
+CKPT_APTH=$(get_real_path $2)
+export DATA_PATH=$DATA_PATH
+
+arr=("bottle" "cable" "capsule" "capsule" "carpet" "grid" "hazelnut" "leather" "metal_nut" "pill" "screw" "tile" "toothbrush" "transistor" "wood" "zipper")
+
+for value in "${arr[@]}"
+do
+  bash run_standalone_train.sh  $DATA_PATH  $CKPT_APTH $value $3
+  bash run_eval.sh  $DATA_PATH  $CKPT_APTH $value $3
+done
+
+img_auc=$(grep "auc" eval_*/eval.log | awk -F "img_auc:" '{print $2}' | awk -F "," '{print $1}' | awk '{sum+=$1}END{print sum/NR}' | awk '{printf("%.3f", $1)}')
+echo "[INFO] average img_auc = $img_auc"
+
+pixel_auc=$(grep "auc" eval_*/eval.log | awk -F "img_auc:" '{print $2}' | awk -F "pixel_auc:" '{print $2}' | awk '{sum+=$1}END{print sum/NR}' | awk '{printf("%.3f", $1)}')
+echo "[INFO] average pixel_auc = $pixel_auc"
diff --git a/official/cv/patchcore/scripts/run_eval.sh b/official/cv/patchcore/scripts/run_eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8c8b71532e8c02545e272c19f1c51323d9888d8f
--- /dev/null
+++ b/official/cv/patchcore/scripts/run_eval.sh
@@ -0,0 +1,58 @@
+#!/bin/bash
+# Copyright 2021 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ============================================================================
+
+if [ $# != 4 ]
+then
+    echo "=============================================================================================================="
+    echo "Please run the script as: "
+    echo "bash run_eval.sh DATA_PATH DEVICE_ID PRETRAINED_PATH CATEGORY"
+    echo "For example: bash run_eval.sh /path/dataset /path/pretrained_path category 0"
+    echo "It is better to use the absolute path."
+    echo "=============================================================================================================="
+exit 1
+fi
+set -e
+
+get_real_path(){
+  if [ "${1:0:1}" == "/" ]; then
+    echo "$1"
+  else
+    echo "$(realpath -m $PWD/$1)"
+  fi
+}
+DATA_PATH=$(get_real_path $1)
+CKPT_APTH=$(get_real_path $2)
+export DATA_PATH=$DATA_PATH
+
+eval_path=eval_$3
+if [ -d $eval_path ];
+then
+    rm -rf ./$eval_path
+fi
+mkdir ./$eval_path
+cd ./$eval_path
+env > env0.log
+echo "[INFO] start eval dataset $3."
+python ../../eval.py --dataset_path $DATA_PATH --pre_ckpt_path $CKPT_APTH --category $3  --device_id $4 &> eval.log
+
+if [ $? -eq 0 ];then
+    echo "[INFO] eval success"
+else
+    echo "[ERROR] eval failed"
+    exit 2
+fi
+echo "[INFO] finish"
+cd ../
diff --git a/official/cv/patchcore/scripts/run_standalone_train.sh b/official/cv/patchcore/scripts/run_standalone_train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3fe96d0002278ef59ad24f85423e6f695843aba8
--- /dev/null
+++ b/official/cv/patchcore/scripts/run_standalone_train.sh
@@ -0,0 +1,58 @@
+#!/bin/bash
+# Copyright 2021 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ============================================================================
+
+if [ $# != 4 ]
+then
+    echo "=============================================================================================================="
+    echo "Please run the script as: "
+    echo "bash run_train.sh DATA_PATH DEVICE_ID PRETRAINED_PATH CATEGORY"
+    echo "For example: bash run_train.sh /path/dataset /path/pretrained_path category 0"
+    echo "It is better to use the absolute path."
+    echo "=============================================================================================================="
+exit 1
+fi
+set -e
+
+get_real_path(){
+  if [ "${1:0:1}" == "/" ]; then
+    echo "$1"
+  else
+    echo "$(realpath -m $PWD/$1)"
+  fi
+}
+DATA_PATH=$(get_real_path $1)
+CKPT_APTH=$(get_real_path $2)
+export DATA_PATH=$DATA_PATH
+
+train_path=train_$3
+if [ -d $train_path ];
+then
+    rm -rf ./$train_path
+fi
+mkdir ./$train_path
+cd ./$train_path
+env > env0.log
+echo "[INFO] start train dataset $3."
+python ../../train.py --dataset_path $DATA_PATH --isModelArts False --pre_ckpt_path $CKPT_APTH --category $3  --device_id $4 &> train.log
+
+if [ $? -eq 0 ];then
+    echo "[INFO] training success"
+else
+    echo "[ERROR] training failed"
+    exit 2
+fi
+echo "[INFO] finish"
+cd ../
diff --git a/research/cv/PatchCore/src/config.py b/official/cv/patchcore/src/config.py
similarity index 100%
rename from research/cv/PatchCore/src/config.py
rename to official/cv/patchcore/src/config.py
diff --git a/research/cv/PatchCore/src/dataset.py b/official/cv/patchcore/src/dataset.py
similarity index 100%
rename from research/cv/PatchCore/src/dataset.py
rename to official/cv/patchcore/src/dataset.py
diff --git a/research/cv/PatchCore/src/model.py b/official/cv/patchcore/src/model.py
similarity index 100%
rename from research/cv/PatchCore/src/model.py
rename to official/cv/patchcore/src/model.py
diff --git a/research/cv/PatchCore/src/oneStep.py b/official/cv/patchcore/src/oneStep.py
similarity index 100%
rename from research/cv/PatchCore/src/oneStep.py
rename to official/cv/patchcore/src/oneStep.py
diff --git a/research/cv/PatchCore/src/operator.py b/official/cv/patchcore/src/operator.py
similarity index 100%
rename from research/cv/PatchCore/src/operator.py
rename to official/cv/patchcore/src/operator.py
diff --git a/research/cv/PatchCore/src/pthtockpt.py b/official/cv/patchcore/src/pthtockpt.py
similarity index 100%
rename from research/cv/PatchCore/src/pthtockpt.py
rename to official/cv/patchcore/src/pthtockpt.py
diff --git a/research/cv/PatchCore/src/sampling_methods/kcenter_greedy.py b/official/cv/patchcore/src/sampling_methods/kcenter_greedy.py
similarity index 100%
rename from research/cv/PatchCore/src/sampling_methods/kcenter_greedy.py
rename to official/cv/patchcore/src/sampling_methods/kcenter_greedy.py
diff --git a/research/cv/PatchCore/src/sampling_methods/sampling_def.py b/official/cv/patchcore/src/sampling_methods/sampling_def.py
similarity index 100%
rename from research/cv/PatchCore/src/sampling_methods/sampling_def.py
rename to official/cv/patchcore/src/sampling_methods/sampling_def.py
diff --git a/research/cv/PatchCore/train.py b/official/cv/patchcore/train.py
similarity index 97%
rename from research/cv/PatchCore/train.py
rename to official/cv/patchcore/train.py
index fe052cbc00e8b482dd7e43588dce3000eb56f50d..a607dcc4635e24470208719081a76972b2a02155 100644
--- a/research/cv/PatchCore/train.py
+++ b/official/cv/patchcore/train.py
@@ -52,6 +52,7 @@ if args.isModelArts:
     import moxing as mox
 
 if __name__ == '__main__':
+    current_path = os.path.abspath(os.path.dirname(__file__))
     context.set_context(mode=context.GRAPH_MODE, device_target='Ascend', save_graphs=False)
     if args.isModelArts:
         device_id = int(os.getenv('DEVICE_ID'))
@@ -69,7 +70,7 @@ if __name__ == '__main__':
         embedding_dir_path, _ = prep_dirs(prep_path, args.category)
     else:
         train_dataset, _, _, _ = createDataset(args.dataset_path, args.category)
-        embedding_dir_path, _ = prep_dirs('./', args.category)
+        embedding_dir_path, _ = prep_dirs(current_path, args.category)
 
     # network
     network = wide_resnet50_2()
diff --git a/research/cv/PatchCore/scripts/run_eval.sh b/research/cv/PatchCore/scripts/run_eval.sh
deleted file mode 100644
index 8ffcadf2c5b5ea38929f2b6fededaeaa9dc58af4..0000000000000000000000000000000000000000
--- a/research/cv/PatchCore/scripts/run_eval.sh
+++ /dev/null
@@ -1,41 +0,0 @@
-#!/bin/bash
-# Copyright 2021 Huawei Technologies Co., Ltd
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ============================================================================
-
-echo "=============================================================================================================="
-echo "Please run the script as: "
-echo "bash run_eval.sh DATA_PATH DEVICE_ID PRETRAINED_PATH CATEGORY"
-echo "For example: bash run_eval.sh /path/dataset 0 /path/pretrained_path category"
-echo "It is better to use the absolute path."
-echo "=============================================================================================================="
-set -e
-DATA_PATH=$1
-
-export DATA_PATH=${DATA_PATH}
-
-export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
-
-cd ../
-env > env0.log
-python3 eval.py --dataset_path $1 --device_id $2 --pre_ckpt_path $3 --category $4 > eval_$4.log 2>&1
-
-if [ $? -eq 0 ];then
-    echo "training success"
-else
-    echo "training failed"
-    exit 2
-fi
-echo "finish"
-cd ../
diff --git a/research/cv/PatchCore/scripts/run_train.sh b/research/cv/PatchCore/scripts/run_train.sh
deleted file mode 100644
index 6cbc25babae597bf403058c156b8c7b0d6b78351..0000000000000000000000000000000000000000
--- a/research/cv/PatchCore/scripts/run_train.sh
+++ /dev/null
@@ -1,41 +0,0 @@
-#!/bin/bash
-# Copyright 2021 Huawei Technologies Co., Ltd
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ============================================================================
-
-echo "=============================================================================================================="
-echo "Please run the script as: "
-echo "bash run_train.sh DATA_PATH DEVICE_ID PRETRAINED_PATH CATEGORY"
-echo "For example: bash run_train.sh /path/dataset 0 /path/pretrained_path category"
-echo "It is better to use the absolute path."
-echo "=============================================================================================================="
-set -e
-DATA_PATH=$1
-
-export DATA_PATH=${DATA_PATH}
-
-export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
-
-cd ../
-env > env0.log
-python3 train.py --dataset_path $1 --isModelArts False --device_id $2 --pre_ckpt_path $3 --category $4 > train_$4.log 2>&1
-
-if [ $? -eq 0 ];then
-    echo "training success"
-else
-    echo "training failed"
-    exit 2
-fi
-echo "finish"
-cd ../