Needle Base Tip Min Max Image Dataset
Versions
2024-06-03 11:16am
v10
Jun 3, 2024
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
v7
2024-02-19 6:08pm
Generated on Feb 19, 2024
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.
3591 Total Images
View All Images
Dataset Split
Train Set 87%
3141Images
Valid Set 8%
299Images
Test Set 4%
151Images
Preprocessing
Auto-Orient: Applied
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
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