type of defects3 Image Dataset
v1
2023-04-14 11:13pm
Generated on Apr 14, 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.
22943 Total Images
View All Images
Dataset Split
Train Set 87%
20013Images
Valid Set 9%
1966Images
Test Set 4%
964Images
Preprocessing
Auto-Orient: Applied
Isolate Objects: Applied
Resize: Fill (with center crop) in 640x640
Modify Classes: 8 remapped, 0 dropped
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 38% Maximum Zoom
Saturation: Between -29% and +29%
Brightness: Between -18% and +18%
Exposure: Between -20% and +20%
Blur: Up to 1.25px
Noise: Up to 7% of pixels
Similar Projects
defects
3612 images
defects
3612 images
Cracks-knots
3612 images
wood
3990 images
defects
3612 images