123 Image Dataset
v4
v3withNiResize
Generated on Aug 20, 2021
Popular Download Formats
YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
4255 Total Images
View All ImagesDataset Split
Train Set 87%
3723Images
Valid Set 8%
355Images
Test Set 4%
177Images
Preprocessing
Auto-Orient: Applied
Auto-Adjust Contrast: Using Histogram Equalization
Filter Null: Require at least 20% of images to contain annotations.
Augmentations
Outputs per training example: 3
Shear: ±18° Horizontal, ±18° Vertical
Hue: Between -31° and +31°
Brightness: Between -21% and +21%
Exposure: Between -16% and +16%
Blur: Up to 1.25px
Cutout: 6 boxes with 9% size each
Bounding Box: Noise: Up to 7% of pixels
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