Dataset Versions

v51

2024-07-09 12:29pm

Generated on Jul 9, 2024

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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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4747 Total Images

View All Images

Dataset Split

Train Set 90%

4290Images

Valid Set 6%

269Images

Test Set 4%

188Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Crop: 0% Minimum Zoom, 13% Maximum Zoom

Rotation: Between -15° and +15°

Shear: ±10° Horizontal, ±10° Vertical

Saturation: Between -30% and +30%

Brightness: Between -20% and +20%

Exposure: Between -10% and +10%

Blur: Up to 0.8px

Noise: Up to 1.53% of pixels

Mosaic: Applied

Bounding Box: Flip: Horizontal, Vertical

Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Bounding Box: Rotation: Between -20° and +20°

Bounding Box: Shear: ±5° Horizontal, ±5° Vertical

Bounding Box: Brightness: Between -10% and +10%

Bounding Box: Exposure: Between -10% and +10%

Bounding Box: Blur: Up to 2px

Bounding Box: Noise: Up to 0.17% of pixels

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