malignant nodules Image Dataset
v3
2023-02-02 2:26pm
Generated on Feb 2, 2023
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TXT annotations and YAML config used with YOLOv8.
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MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
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).
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TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
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223 Total Images
View All Images
Dataset Split
Train Set 87%
195Images
Valid Set 8%
18Images
Test Set 4%
10Images
Preprocessing
Auto-Orient: Applied
Static Crop: 22-77% Horizontal Region, 28-67% Vertical Region
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Hue: Between -34° and +34°
Saturation: Between -35% and +35%
Bounding Box: Brightness: Between -25% and +25%
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