Traffic Model Image Dataset
Versions
2023-07-29 6:32pm
v20
Jul 29, 2023
2023-07-24 7:30pm
v19
Jul 24, 2023
2023-07-24 7:26pm
v18
Jul 24, 2023
2023-07-24 3:43pm
v17
Jul 24, 2023
2023-07-24 3:39pm
v16
Jul 24, 2023
2023-07-23 1:14pm
v15
Jul 23, 2023
2023-07-21 12:31pm
v14
Jul 21, 2023
2023-07-20 11:32am
v13
Jul 20, 2023
2023-07-20 11:25am
v12
Jul 20, 2023
2023-07-18 8:35pm
v11
Jul 18, 2023
2023-07-18 10:08am
v10
Jul 18, 2023
2023-07-17 9:20pm
v9
Jul 17, 2023
2023-07-17 8:45pm
v8
Jul 17, 2023
2023-06-06 9:31am
v7
Jun 6, 2023
2023-06-06 8:31am
v6
Jun 6, 2023
2023-06-04 6:47pm
v5
Jun 4, 2023
2023-06-04 1:21pm
v4
Jun 4, 2023
2023-06-04 12:49pm
v3
Jun 4, 2023
2023-06-04 12:23pm
v2
Jun 4, 2023
2023-06-01 6:23pm
v1
Jun 1, 2023
v11
2023-07-18 8:35pm
Generated on Jul 18, 2023
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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1200 Total Images
View All Images
Dataset Split
Train Set 88%
1050Images
Valid Set 8%
98Images
Test Set 4%
52Images
Preprocessing
Resize: Fit (black edges) in 640x640
Augmentations
Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±15° Horizontal, ±15° Vertical
Saturation: Between -25% and +25%
Brightness: Between -29% and +29%
Blur: Up to 2.75px
Noise: Up to 4% of pixels
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
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