Road Defect Image Dataset
Versions
2023-03-27 6:47pm
v12
Mar 27, 2023
2023-03-24 8:49pm
v11
Mar 24, 2023
2023-03-24 6:31pm
v10
Mar 24, 2023
2023-03-24 4:25pm
v9
Mar 24, 2023
2023-03-21 4:05pm
v8
Mar 21, 2023
2023-03-08 5:15pm
v7
Mar 8, 2023
2023-02-21 6:44pm
v6
Feb 21, 2023
2023-02-08 4:04pm
v5
Feb 8, 2023
2023-02-07 2:47am
v4
Feb 6, 2023
2023-01-18 3:20pm
v1
Jan 18, 2023
v12
2023-03-27 6:47pm
Generated on Mar 27, 2023
Popular Download Formats
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
Choose another format.
2090 Total Images
View All Images
Dataset Split
Train Set 87%
1821Images
Valid Set 8%
168Images
Test Set 5%
101Images
Preprocessing
No preprocessing steps were applied.
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -5° and +5°
Noise: Up to 15% of pixels
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