Versions
Versions
updated_raw-images
V3-augmented5x-FAST
V2-augmented5x-FAST
resizeStretchTo-augmented5x-FAST
resizeFitBlackEdges-augmented5x-FAST
2022-09-27 9:25am
resize-FitBlackEdges-ACCURATE
augmented-ResizeStretchTo-ACCURATE
augmented-FitBlackEdges-FAST
augmented-ResizeStretchTo-FAST
raw-images-updated
aug
raw
mosaic_version
v2
416x416-black-padding
v17
V2-augmented5x-FAST
Generated on Oct 10, 2022
Popular Download Formats
YOLOv11
TXT annotations and YAML config used with YOLOv11.
YOLOv9
TXT annotations and YAML config used with YOLOv9.
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.
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.
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
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4647 Total Images
View All Images
Dataset Split
Train Set 93%
4300Images
Valid Set 5%
225Images
Test Set 3%
122Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Augmentations
Outputs per training example: 5
Flip: Horizontal
Crop: 0% Minimum Zoom, 60% Maximum Zoom
Rotation: Between -5° and +5°
Shear: ±5° Horizontal, ±5° Vertical
Grayscale: Apply to 5% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -10% and +10%
Blur: Up to 1px
Cutout: 5 boxes with 3% size each