GARBAGE Image Dataset
v4
2023-05-05 2:46pm
Generated on May 5, 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.
Other Formats
Choose another format.
9675 Total Images
View All Images
Dataset Split
Train Set 86%
8276Images
Valid Set 8%
772Images
Test Set 6%
627Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x480
Modify Classes: 20 remapped, 1 dropped
Augmentations
Outputs per training example: 2
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 39% Maximum Zoom
Rotation: Between -19° and +19°
Saturation: Between -31% and +31%
Brightness: Between -32% and +32%
Blur: Up to 1.25px
Noise: Up to 6% of pixels
Bounding Box: Crop: 0% Minimum Zoom, 17% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±16° Vertical
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