diff --git a/modelscope/msdatasets/audio/__init__.py b/modelscope/msdatasets/audio/__init__.py
new file mode 100644
index 00000000..b937315b
--- /dev/null
+++ b/modelscope/msdatasets/audio/__init__.py
@@ -0,0 +1 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
diff --git a/modelscope/msdatasets/audio/asr_dataset.py b/modelscope/msdatasets/audio/asr_dataset.py
new file mode 100644
index 00000000..a7a344e9
--- /dev/null
+++ b/modelscope/msdatasets/audio/asr_dataset.py
@@ -0,0 +1,10 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from modelscope.msdatasets.dataset_cls.custom_datasets import ASRDataset
+from modelscope.utils.logger import get_logger
+
+logger = get_logger()
+logger.warning(
+    'The reference has been Deprecated, '
+    'please use `from modelscope.msdatasets.dataset_cls.custom_datasets import ASRDataset`'
+)
diff --git a/modelscope/msdatasets/dataset_cls/custom_datasets/__init__.py b/modelscope/msdatasets/dataset_cls/custom_datasets/__init__.py
index 81a8a6c9..9eb62168 100644
--- a/modelscope/msdatasets/dataset_cls/custom_datasets/__init__.py
+++ b/modelscope/msdatasets/dataset_cls/custom_datasets/__init__.py
@@ -16,7 +16,7 @@ if TYPE_CHECKING:
     from .text_ranking_dataset import TextRankingDataset
     from .veco_dataset import VecoDataset
     from .video_summarization_dataset import VideoSummarizationDataset
-    from .audio import KWSDataset, KWSDataLoader, kws_nearfield_dataset
+    from .audio import KWSDataset, KWSDataLoader, kws_nearfield_dataset, ASRDataset
     from .bad_image_detecting import BadImageDetectingDataset
     from .image_inpainting import ImageInpaintingDataset
     from .image_portrait_enhancement import ImagePortraitEnhancementDataset
@@ -52,7 +52,8 @@ else:
         'text_ranking_dataset': ['TextRankingDataset'],
         'veco_dataset': ['VecoDataset'],
         'video_summarization_dataset': ['VideoSummarizationDataset'],
-        'audio': ['KWSDataset', 'KWSDataLoader', 'kws_nearfield_dataset'],
+        'audio':
+        ['KWSDataset', 'KWSDataLoader', 'kws_nearfield_dataset', 'ASRDataset'],
         'bad_image_detecting': ['BadImageDetectingDataset'],
         'image_inpainting': ['ImageInpaintingDataset'],
         'image_portrait_enhancement': ['ImagePortraitEnhancementDataset'],
diff --git a/modelscope/msdatasets/dataset_cls/custom_datasets/audio/__init__.py b/modelscope/msdatasets/dataset_cls/custom_datasets/audio/__init__.py
index dc66bd8d..7291bb7f 100644
--- a/modelscope/msdatasets/dataset_cls/custom_datasets/audio/__init__.py
+++ b/modelscope/msdatasets/dataset_cls/custom_datasets/audio/__init__.py
@@ -6,11 +6,13 @@ from modelscope.utils.import_utils import LazyImportModule
 if TYPE_CHECKING:
     from .kws_farfield_dataset import KWSDataset, KWSDataLoader
     from .kws_nearfield_dataset import kws_nearfield_dataset
+    from .asr_dataset import ASRDataset
 
 else:
     _import_structure = {
         'kws_farfield_dataset': ['KWSDataset', 'KWSDataLoader'],
         'kws_nearfield_dataset': ['kws_nearfield_dataset'],
+        'asr_dataset': ['ASRDataset'],
     }
     import sys
 
diff --git a/modelscope/msdatasets/task_datasets/__init__.py b/modelscope/msdatasets/task_datasets/__init__.py
new file mode 100644
index 00000000..71d9a943
--- /dev/null
+++ b/modelscope/msdatasets/task_datasets/__init__.py
@@ -0,0 +1,6 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from .gopro_image_deblurring_dataset import GoproImageDeblurringDataset
+from .reds_image_deblurring_dataset import RedsImageDeblurringDataset
+from .sidd_image_denoising import SiddImageDenoisingDataset
+from .video_summarization_dataset import VideoSummarizationDataset
diff --git a/modelscope/msdatasets/task_datasets/gopro_image_deblurring_dataset.py b/modelscope/msdatasets/task_datasets/gopro_image_deblurring_dataset.py
new file mode 100644
index 00000000..0836f5dc
--- /dev/null
+++ b/modelscope/msdatasets/task_datasets/gopro_image_deblurring_dataset.py
@@ -0,0 +1,12 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from modelscope.msdatasets.dataset_cls.custom_datasets.gopro_image_deblurring_dataset import \
+    GoproImageDeblurringDataset
+from modelscope.utils.logger import get_logger
+
+logger = get_logger()
+logger.warning(
+    'The reference has been Deprecated, '
+    'please use `from modelscope.msdatasets.dataset_cls.'
+    'custom_datasets.gopro_image_deblurring_dataset import GoproImageDeblurringDataset`'
+)
diff --git a/modelscope/msdatasets/task_datasets/reds_image_deblurring_dataset.py b/modelscope/msdatasets/task_datasets/reds_image_deblurring_dataset.py
new file mode 100644
index 00000000..d6179d90
--- /dev/null
+++ b/modelscope/msdatasets/task_datasets/reds_image_deblurring_dataset.py
@@ -0,0 +1,11 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from modelscope.msdatasets.dataset_cls.custom_datasets.reds_image_deblurring_dataset import \
+    RedsImageDeblurringDataset
+from modelscope.utils.logger import get_logger
+
+logger = get_logger()
+logger.warning(
+    'The reference has been Deprecated, '
+    'please use `modelscope.msdatasets.dataset_cls.custom_datasets.'
+    'reds_image_deblurring_dataset import RedsImageDeblurringDataset`')
diff --git a/modelscope/msdatasets/task_datasets/sidd_image_denoising.py b/modelscope/msdatasets/task_datasets/sidd_image_denoising.py
new file mode 100644
index 00000000..f1100723
--- /dev/null
+++ b/modelscope/msdatasets/task_datasets/sidd_image_denoising.py
@@ -0,0 +1,11 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from modelscope.msdatasets.dataset_cls.custom_datasets.sidd_image_denoising import \
+    SiddImageDenoisingDataset
+from modelscope.utils.logger import get_logger
+
+logger = get_logger()
+logger.warning(
+    'The reference has been Deprecated, '
+    'please use `from modelscope.msdatasets.dataset_cls.'
+    'custom_datasets.sidd_image_denoising import SiddImageDenoisingDataset`')
diff --git a/modelscope/msdatasets/task_datasets/video_summarization_dataset.py b/modelscope/msdatasets/task_datasets/video_summarization_dataset.py
new file mode 100644
index 00000000..710466c3
--- /dev/null
+++ b/modelscope/msdatasets/task_datasets/video_summarization_dataset.py
@@ -0,0 +1,12 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+
+from modelscope.msdatasets.dataset_cls.custom_datasets.video_summarization_dataset import \
+    VideoSummarizationDataset
+from modelscope.utils.logger import get_logger
+
+logger = get_logger()
+logger.warning(
+    'The reference has been Deprecated, '
+    'please use `from modelscope.msdatasets.dataset_cls.'
+    'custom_datasets.video_summarization_dataset import VideoSummarizationDataset`'
+)