Dataset Versions
Versions
All Syringe_100_100_100
v9
· 3 years ago
All Syringe_100_100_35
v8
· 3 years ago
All Syringe
v7
· 3 years ago
Clean Syringe Only
v6
· 3 years ago
2021-08-19 11:07pm
v5
· 3 years ago
2021-08-19 12:58pm
v4
· 3 years ago
2021-08-19 11:04am
v3
· 3 years ago
2021-08-19 9:43am
v2
· 3 years ago
2021-08-19 8:48am
v1
· 3 years ago
v8
All Syringe_100_100_35
Generated on Aug 22, 2021
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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518 Total Images
View All Images
Dataset Split
Train Set 87%
453Images
Valid Set 8%
44Images
Test Set 4%
21Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 0 remapped, 1 dropped
Augmentations
Outputs per training example: 3
Rotation: Between -15° and +15°
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
Mosaic: Applied
Bounding Box: Flip: Horizontal
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%