diff --git a/tutorials/train/change_detection/data/.gitignore b/tutorials/train/change_detection/data/.gitignore
index 023e068..20330ed 100644
--- a/tutorials/train/change_detection/data/.gitignore
+++ b/tutorials/train/change_detection/data/.gitignore
@@ -1,3 +1,3 @@
 *.zip
 *.tar.gz
-AirChange/
\ No newline at end of file
+airchange/SZTAKI_AirChange_Benchmark/
\ No newline at end of file
diff --git a/tutorials/train/classification/data/.gitignore b/tutorials/train/classification/data/.gitignore
index 7b42b31..f1adfb5 100644
--- a/tutorials/train/classification/data/.gitignore
+++ b/tutorials/train/classification/data/.gitignore
@@ -1,3 +1,3 @@
 *.zip
 *.tar.gz
-ucmerced/
\ No newline at end of file
+ucmerced/UCMerced_LandUse/
\ No newline at end of file
diff --git a/tutorials/train/classification/data/ucmerced/labels.txt b/tutorials/train/classification/data/ucmerced/labels.txt
new file mode 100644
index 0000000..0b7ff9f
--- /dev/null
+++ b/tutorials/train/classification/data/ucmerced/labels.txt
@@ -0,0 +1,21 @@
+agricultural
+airplane
+baseballdiamond
+beach
+buildings
+chaparral
+denseresidential
+forest
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+golfcourse
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+intersection
+mediumresidential
+mobilehomepark
+overpass
+parkinglot
+river
+runway
+sparseresidential
+storagetanks
+tenniscourt
\ No newline at end of file
diff --git a/tutorials/train/classification/data/ucmerced/test.txt b/tutorials/train/classification/data/ucmerced/test.txt
new file mode 100644
index 0000000..d1363cc
--- /dev/null
+++ b/tutorials/train/classification/data/ucmerced/test.txt
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diff --git a/tutorials/train/classification/data/ucmerced/train.txt b/tutorials/train/classification/data/ucmerced/train.txt
new file mode 100644
index 0000000..13557d4
--- /dev/null
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+UCMerced_LandUse/Images/runway/runway94.tif 17
+UCMerced_LandUse/Images/runway/runway97.tif 17
+UCMerced_LandUse/Images/sparseresidential/sparseresidential07.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential11.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential30.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential37.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential38.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential47.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential66.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential67.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential67.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential68.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential82.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential82.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential91.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential94.tif 18
+UCMerced_LandUse/Images/sparseresidential/sparseresidential97.tif 18
+UCMerced_LandUse/Images/storagetanks/storagetanks07.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks11.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks30.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks37.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks38.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks47.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks66.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks67.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks67.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks68.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks82.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks82.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks91.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks94.tif 19
+UCMerced_LandUse/Images/storagetanks/storagetanks97.tif 19
+UCMerced_LandUse/Images/tenniscourt/tenniscourt07.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt11.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt30.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt37.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt38.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt47.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt66.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt67.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt67.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt68.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt82.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt82.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt91.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt94.tif 20
+UCMerced_LandUse/Images/tenniscourt/tenniscourt97.tif 20
diff --git a/tutorials/train/classification/hrnet.py b/tutorials/train/classification/hrnet.py
index 06d6f12..c13a79d 100644
--- a/tutorials/train/classification/hrnet.py
+++ b/tutorials/train/classification/hrnet.py
@@ -9,7 +9,7 @@ from paddlers import transforms as T
 # 下载文件存放目录
 DOWNLOAD_DIR = './data/ucmerced/'
 # 数据集存放目录
-DATA_DIR = './data/ucmerced/UCMerced_LandUse/'
+DATA_DIR = './data/ucmerced/'
 # 训练集`file_list`文件路径
 TRAIN_FILE_LIST_PATH = './data/ucmerced/train.txt'
 # 验证集`file_list`文件路径
diff --git a/tutorials/train/classification/mobilenetv3.py b/tutorials/train/classification/mobilenetv3.py
index c99ae0c..7bea050 100644
--- a/tutorials/train/classification/mobilenetv3.py
+++ b/tutorials/train/classification/mobilenetv3.py
@@ -9,7 +9,7 @@ from paddlers import transforms as T
 # 下载文件存放目录
 DOWNLOAD_DIR = './data/ucmerced/'
 # 数据集存放目录
-DATA_DIR = './data/ucmerced/UCMerced_LandUse/'
+DATA_DIR = './data/ucmerced/'
 # 训练集`file_list`文件路径
 TRAIN_FILE_LIST_PATH = './data/ucmerced/train.txt'
 # 验证集`file_list`文件路径
diff --git a/tutorials/train/classification/resnet50_vd.py b/tutorials/train/classification/resnet50_vd.py
index 5b9b368..f61728b 100644
--- a/tutorials/train/classification/resnet50_vd.py
+++ b/tutorials/train/classification/resnet50_vd.py
@@ -9,7 +9,7 @@ from paddlers import transforms as T
 # 下载文件存放目录
 DOWNLOAD_DIR = './data/ucmerced/'
 # 数据集存放目录
-DATA_DIR = './data/ucmerced/UCMerced_LandUse/'
+DATA_DIR = './data/ucmerced/'
 # 训练集`file_list`文件路径
 TRAIN_FILE_LIST_PATH = './data/ucmerced/train.txt'
 # 验证集`file_list`文件路径