DripBot2.0 Image Dataset
v9
2023-06-14 12:40am
Generated on Jun 14, 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.
4601 Total Images
View All Images
Dataset Split
Train Set 82%
3757Images
Valid Set 13%
582Images
Test Set 6%
262Images
Preprocessing
Auto-Orient: Applied
Resize: Fit within 400x400
Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 23 remapped, 27 dropped
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 2
Hue: Between -32° and +32°
Brightness: Between -33% and +33%
Exposure: Between -37% and +37%
Mosaic: Applied
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Noise: Up to 5% of pixels
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