Needle Base Tip Min Max Image Dataset
Versions
2024-04-17 11:29am
v9
Apr 17, 2024
2024-02-20 10:44am
v8
Feb 20, 2024
2024-02-19 6:08pm
v7
Feb 19, 2024
2024-02-19 3:20pm
v6
Feb 19, 2024
2024-02-04 11:18am
v5
Feb 4, 2024
2024-01-31 4:31pm
v4
Jan 31, 2024
2023-12-01 10:37am
v3
Dec 1, 2023
2023-12-01 10:30am
v2
Dec 1, 2023
2023-10-03 3:53pm
v1
Oct 3, 2023
v9
2024-04-17 11:29am
Generated on Apr 17, 2024
Popular Download Formats
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.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
3629 Total Images
View All Images
Dataset Split
Train Set 88%
3177Images
Valid Set 8%
302Images
Test Set 4%
150Images
Preprocessing
Auto-Orient: Applied
Resize: Fit (black edges) in 640x640
Augmentations
Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Brightness: Between -20% and +20%
Exposure: Between -8% and +8%
Blur: Up to 0.8px
Similar Projects
meters
993 images
m
862 images
Meters
862 images
Objects
744 images
gauge
244 images