new camera 2023 game piece detection Image Dataset
v5
2023-01-29 10:34pm
Generated on Jan 29, 2023
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.
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10474 Total Images
View All Images
Dataset Split
Train Set 89%
9279Images
Valid Set 9%
965Images
Test Set 2%
230Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 480x360
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -15° and +15°
Saturation: Between -28% and +28%
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 5% of pixels
game-piece-robot-camera-19-negative-example-random-img-negative-examples
5126 images
tipped cone, cone, cube
4126 images
nothing-notes
4307 images
notes
4220 images
cones-and-cubes
8502 images