Cycling Dataset
Versions
Vanilla Mosaic
v18
· 3 years ago
Vanilla Greyscale
v17
· 3 years ago
Augmentation v2 with histogram equalization
v15
· 3 years ago
Augmentation with no contrast preprocessing v2
v14
· 3 years ago
Augmentation with no contrast preprocessing
v13
· 3 years ago
Augmentations v2 with contrast stretching
v12
· 3 years ago
Augmentations v2
v10
· 3 years ago
Augmentations v1
v9
· 3 years ago
Bounding Box -minus shear- Augmentations
v8
· 3 years ago
Bounding Box Augmentations
v7
· 3 years ago
Vanilla- Adaptive Equalization
v6
· 3 years ago
Vanille - Histogram Equalization
v5
· 3 years ago
Vanilla Version
v4
· 3 years ago
v10
Augmentations v2
Generated on Aug 12, 2021
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.
Other Formats
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4780 Total Images
View All Images
Dataset Split
Train Set 94%
4491Images
Valid Set 5%
231Images
Test Set 1%
58Images
Preprocessing
Auto-Orient: Applied
Resize: Fit (black edges) in 416x416
Auto-Adjust Contrast: Using Adaptive Equalization
Augmentations
Outputs per training example: 3
Brightness: Between -35% and +35%
Blur: Up to 1.25px
Cutout: 3 boxes with 10% size each