TrafficSignRecognition Image Dataset
v2
2023-06-29 8:29pm
Generated on Jun 29, 2023
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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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16182 Total Images
View All Images
Dataset Split
Train Set 81%
13149Images
Valid Set 12%
2016Images
Test Set 6%
1017Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 106x80
Auto-Adjust Contrast: Using Histogram Equalization
Tile: 3 rows x 3 columns
Modify Classes: 0 remapped, 1 dropped
Augmentations
Outputs per training example: 3
Flip: Vertical
Rotation: Between -16° and +16°
Shear: ±33° Horizontal, ±37° Vertical
Grayscale: Apply to 20% of images
Brightness: Between -22% and +22%
Noise: Up to 5% of pixels
Bounding Box: Flip: Horizontal
Bounding Box: Crop: 0% Minimum Zoom, 10% Maximum Zoom
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
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