Dataset Versions
Versions
FAST-10xAugmentation_fitBlackEdges
v7
· 2 years ago
FAST-10xAugmentation_withMosaic_fitBlackEdges
v6
· 2 years ago
FAST-10xAugmentation
v5
· 2 years ago
FAST-10xAugmentation_withMosaic
v4
· 2 years ago
augmented version 1 - ACCURATE
v3
· 3 years ago
augmented version 1 - FAST
v2
· 3 years ago
raw-images
v1
· 3 years ago
v2
augmented version 1 - FAST
Generated on Mar 24, 2022
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YOLOv11
TXT annotations and YAML config used with YOLOv11.
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TXT annotations and YAML config used with YOLOv8.
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TXT annotations and YAML config used with YOLOv7.
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COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
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Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
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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.
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1728 Total Images
View All Images
Dataset Split
Train Set 88%
1512Images
Valid Set 8%
144Images
Test Set 4%
72Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Augmentations
Outputs per training example: 3
Rotation: Between -10° and +10°
Grayscale: Apply to 10% of images
Hue: Between -25° and +25°
Brightness: Between -20% and +20%
Exposure: Between -15% and +15%
Blur: Up to 1px
Cutout: 6 boxes with 3% size each