A framework and CLI tool to build, transform, and analyze datasets.
VOC dataset ---> Annotation tool
+ /
COCO dataset -----> Datumaro ---> dataset ------> Model training
+ \
CVAT annotations ---> Publication, statistics etc.
Dataset reading, writing, conversion in any direction.
classification
)image_info
, instances
, person_keypoints
,
captions
, labels
, panoptic
, stuff
)segmentation
, detection
,
3D raw
/ velodyne points
)classification
, person re-identification
,
landmarks
)classification
)classification
, detection
, segmentation
, action_classification
, person_layout
)bboxes
, masks
)bboxes
)Other formats and documentation for them can be found here.
Dataset building
occluded
annotations from imagestrain
, val
, and test
:
Dataset quality checking
Dataset comparison
Dataset statistics (image mean and std, annotation statistics)
Model integration
Check the design document for a full list of features. Check the user manual for usage instructions.
Feel free to open an Issue, if you think something needs to be changed. You are welcome to participate in development, instructions are available in our contribution guide.
The OpenVINO™ telemetry library is used to collect basic information about Datumaro usage.
To enable/disable telemetry data collection please see the guide.
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1. 开源生态
2. 协作、人、软件
3. 评估模型