ECEN 250 MNL project Image Dataset
v4
2024-04-28 7:59pm
Generated on Apr 29, 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
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1952 Total Images
View All Images
Dataset Split
Train Set 88%
1713Images
Valid Set 8%
156Images
Test Set 4%
83Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 1920x1080
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±17° Horizontal, ±20° Vertical
Hue: Between -29° and +29°
Saturation: Between -24% and +24%
Brightness: Between -35% and +35%
Exposure: Between -25% and +25%
Blur: Up to 2.4px
Noise: Up to 1.76% of pixels
Cutout: 21 boxes with 6% size each
Mosaic: Applied
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -21° and +21°
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical
Bounding Box: Blur: Up to 10.9px
Bounding Box: Noise: Up to 0.1% of pixels
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