cars Dataset
v3
2021-12-15 8:41pm
Generated on Dec 15, 2021
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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147 Total Images
View All Images
Dataset Split
Train Set 88%
129Images
Valid Set 8%
12Images
Test Set 4%
6Images
Preprocessing
Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 416x416
Grayscale: Applied
Augmentations
Outputs per training example: 3
Crop: 14% Minimum Zoom, 38% Maximum Zoom
Grayscale: Apply to 100% of images
Hue: Between -180° and +180°
Saturation: Between -88% and +88%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 4.5px
Noise: Up to 6% of pixels
Cutout: 12 boxes with 10% size each
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