CVAT for image
How to export and import data in CVAT for image format
In CVAT, you have the option to export data in various formats. The choice of export format depends on the type of annotation as well as the intended future use of the dataset.
See:
The table below outlines the available formats for data export in CVAT.
Format | Type | Computer Vision Task | Models | Shapes | Attributes | Video Tracks |
---|---|---|---|---|---|---|
CamVid 1.0 | .txt .png |
Semantic Segmentation |
U-Net, SegNet, DeepLab, PSPNet, FCN, Mask R-CNN, ICNet, ERFNet, HRNet, V-Net, and others. |
Polygons | Not supported | Not supported |
Cityscapes 1.0 | .txt .png |
Semantic Segmentation |
U-Net, SegNet, DeepLab, PSPNet, FCN, ERFNet, ICNet, Mask R-CNN, HRNet, ENet, and others. |
Polygons | Specific attributes | Not supported |
COCO 1.0 | JSON | Detection, Semantic Segmentation |
YOLO (You Only Look Once), Faster R-CNN, Mask R-CNN, SSD (Single Shot MultiBox Detector), RetinaNet, EfficientDet, UNet, DeepLabv3+, CenterNet, Cascade R-CNN, and others. |
Bounding Boxes, Polygons | Specific attributes | Not supported |
COCO Keypoints 1.0 | .xml | Keypoints | OpenPose, PoseNet, AlphaPose, SPM (Single Person Model), Mask R-CNN with Keypoint Detection:, and others. |
Skeletons | Specific attributes | Not supported |
CVAT for images 1.1 | .xml | Any in 2D except for Video Tracking | Any model that can decode the format. | Bounding Boxes, Polygons, Polylines, Points, Cuboids, Skeletons, Ellipses, Masks, Tags. |
All attributes | Not supported |
CVAT for video 1.1 | .xml | Any in 2D except for Classification | Any model that can decode the format. | Bounding Boxes, Polygons, Polylines, Points, Cuboids, Skeletons, Ellipses, Masks. |
All attributes | Supported |
Datumaro 1.0 | JSON | Any | Any model that can decode the format. Main format in Datumaro framework |
Bounding Boxes, Polygons, Polylines, Points, Cuboids, Skeletons, Ellipses, Masks, Tags. |
All attributes | Supported |
ICDAR Includes ICDAR Recognition 1.0, ICDAR Detection 1.0, and ICDAR Segmentation 1.0 descriptions. |
.txt | Text recognition, Text detection, Text segmentation |
EAST: Efficient and Accurate Scene Text Detector, CRNN, Mask TextSpotter, TextSnake, and others. |
Tag, Bounding Boxes, Polygons | Specific attributes | Not supported |
ImageNet 1.0 | .jpg .txt |
Semantic Segmentation, Classification, Detection |
VGG (VGG16, VGG19), Inception, YOLO, Faster R-CNN , U-Net, and others | Tags | No attributes | Not supported |
KITTI 1.0 | .txt .png |
Semantic Segmentation, Detection, 3D | PointPillars, SECOND, AVOD, YOLO, DeepSORT, PWC-Net, ORB-SLAM, and others. | Bounding Boxes, Polygons | Specific attributes | Not supported |
LabelMe 3.0 | .xml | Compatibility, Semantic Segmentation |
U-Net, Mask R-CNN, Fast R-CNN, Faster R-CNN, DeepLab, YOLO, and others. |
Bounding Boxes, Polygons | Supported (Polygons) | Not supported |
LFW 1.0 | .txt | Verification, Face recognition |
OpenFace, VGGFace & VGGFace2, FaceNet, ArcFace, and others. |
Tags, Skeletons | Specific attributes | Not supported |
Market-1501 1.0 | .txt | Re-identification | Triplet Loss Networks, Deep ReID models, and others. |
Bounding Boxes | Specific attributes | Not supported |
MOT 1.0 | .txt | Video Tracking, Detection |
SORT, MOT-Net, IOU Tracker, and others. |
Bounding Boxes | Specific attributes | Supported |
MOTS PNG 1.0 | .png .txt |
Video Tracking, Detection |
SORT, MOT-Net, IOU Tracker, and others. |
Bounding Boxes, Masks | Specific attributes | Supported |
Open Images 1.0 | .csv | Detection, Classification, Semantic Segmentation |
Faster R-CNN, YOLO, U-Net, CornerNet, and others. |
Bounding Boxes, Tags, Polygons | Specific attributes | Not supported |
PASCAL VOC 1.0 | .xml | Classification, Detection | Faster R-CNN, SSD, YOLO, AlexNet, and others. |
Bounding Boxes, Tags, Polygons | Specific attributes | Not supported |
Segmentation Mask 1.0 | .txt | Semantic Segmentation | Faster R-CNN, SSD, YOLO, AlexNet, and others. |
Polygons | No attributes | Not supported |
VGGFace2 1.0 | .csv | Face recognition | VGGFace, ResNet, Inception, and others. |
Bounding Boxes, Points | No attributes | Not supported |
WIDER Face 1.0 | .txt | Detection | SSD (Single Shot MultiBox Detector), Faster R-CNN, YOLO, and others. |
Bounding Boxes, Tags | Specific attributes | Not supported |
YOLO 1.0 | .txt | Detection | YOLOv1, YOLOv2 (YOLO9000), YOLOv3, YOLOv4, and others. |
Bounding Boxes | No attributes | Not supported |
YOLOv8 Detection 1.0 | .txt | Detection | YOLOv8 | Bounding Boxes | No attributes | Not supported |
YOLOv8 Segmentation 1.0 | .txt | Instance Segmentation | YOLOv8 | Polygons, Masks | No attributes | Not supported |
YOLOv8 Pose 1.0 | .txt | Keypoints | YOLOv8 | Skeletons | No attributes | Not supported |
YOLOv8 Oriented Bounding Boxes 1.0 | .txt | Detection | YOLOv8 | Bounding Boxes | No attributes | Not supported |
YOLOv8 Classification 1.0 | .jpg | Classification | YOLOv8 | Tags | No attributes | Not supported |
To export the dataset from the task, follow these steps:
Open Task.
Go to Actions > Export task dataset.
Choose the desired format from the list of available options.
(Optional) Toggle the Save images switch if you wish to include images in the export.
Note: The Save images option is a paid feature.
Input a name for the resulting .zip
archive.
Click OK to initiate the export.
To export a dataset from Job follow these steps:
Navigate to Menu > Export job dataset.
Choose the desired format from the list of available options.
(Optional) Toggle the Save images switch if you wish to include images in the export.
Note: The Save images option is a paid feature.
Input a name for the resulting .zip
archive.
Click OK to initiate the export.
For more information on the process, see the following tutorial:
How to export and import data in CVAT for image format
How to export and import data in Datumaro format
How to export and import data in LabelMe format
How to export and import data in MOT format
How to export and import data in MOTS format
How to export and import data in COCO format
How to export and import data in COCO Keypoints format
How to export and import data in Pascal VOC format
How to export and import data in Segmentation Mask format
How to export and import data in YOLO format
How to export and import data in YOLOv8 formats
How to export and import data in YOLOv8 Classification format
How to export and import data in ImageNet format
How to export and import data in Wider Face format
How to export and import data in CamVid format
How to export and import data in VGGFace2 format
How to export and import data in Market-1501 format
How to export and import data in ICDAR13/15 format
How to export and import data in Open Images format
How to export and import data in Cityscapes format
How to export and import data in KITTI format
How to export and import data in LFW format