Road Damage Detection Anon Image Dataset
v3
Augmented V3
Generated on Mar 13, 2022
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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
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22196 Total Images
View All Images
Dataset Split
Train Set 88%
19458Images
Valid Set 8%
1825Images
Test Set 4%
913Images
Preprocessing
Modify Classes: 1 remapped, 0 dropped
Augmentations
Outputs per training example: 3
Rotation: Between -5° and +5°
Grayscale: Apply to 10% of images
Saturation: Between -25% and +25%
Exposure: Between -10% and +10%
Blur: Up to 1.5px
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