Dataset Versions
Versions
2024-05-30 1:21am
v13
· 6 months ago
2024-05-27 4-20pm_40-50needles than v9
v12
· 6 months ago
2024-02-04 12-34am 1280x1280
v10
· 10 months ago
2024-01-09 2-24am main
v9
· a year ago
2023-12-11 11-17pm -container 2050imgs
v7
· a year ago
2023-10-23 9:12pm
v5
· a year ago
2023-09-23 4-46pm-partial augmentation-
v4
· a year ago
2023-09-16 3:34pm
v3
· a year ago
2023-09-15 5:00pm
v2
· a year ago
2023-09-14 3:36pm
v1
· a year ago
v2
2023-09-15 5:00pm
Generated on Sep 15, 2023
Popular Download Formats
YOLOv11
TXT annotations and YAML config used with YOLOv11.
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.
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4626 Total Images
View All Images
Dataset Split
Train Set 87%
4047Images
Valid Set 8%
389Images
Test Set 4%
190Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -15° and +15°
Saturation: Between -10% and +10%
Brightness: Between -20% and +20%
Exposure: Between -25% and +25%
Blur: Up to 2px
Noise: Up to 3% of pixels
Cutout: 5 boxes with 5% size each